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Poster
Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #1
Spline Filters For End-to-End Deep Learning
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #2
Non-linear motor control by local learning in spiking neural networks
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #3
Implicit Quantile Networks for Distributional Reinforcement Learning
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #4
An Inference-Based Policy Gradient Method for Learning Options
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #5
Predict and Constrain: Modeling Cardinality in Deep Structured Prediction
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #6
Differentially Private Matrix Completion Revisited
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #7
Differentiable plasticity: training plastic neural networks with backpropagation
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #8
Model-Level Dual Learning
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #9
CoVeR: Learning Covariate-Specific Vector Representations with Tensor Decompositions
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #10
Tree Edit Distance Learning via Adaptive Symbol Embeddings
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #11
Gradually Updated Neural Networks for Large-Scale Image Recognition
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #12
One-Shot Segmentation in Clutter
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #13
Active Testing: An Efficient and Robust Framework for Estimating Accuracy
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #14
Learning Deep ResNet Blocks Sequentially using Boosting Theory
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #15
Self-Consistent Trajectory Autoencoder: Hierarchical Reinforcement Learning with Trajectory Embeddings
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #16
Problem Dependent Reinforcement Learning Bounds Which Can Identify Bandit Structure in MDPs
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #17
Stochastic PCA with $\ell_2$ and $\ell_1$ Regularization
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #18
Subspace Embedding and Linear Regression with Orlicz Norm
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #19
Signal and Noise Statistics Oblivious Orthogonal Matching Pursuit
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #20
Provable Defenses against Adversarial Examples via the Convex Outer Adversarial Polytope
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #21
Learning the Reward Function for a Misspecified Model
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #22
Deep Reinforcement Learning in Continuous Action Spaces: a Case Study in the Game of Simulated Curling
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #23
Do Outliers Ruin Collaboration?
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #24
Dropout Training, Data-dependent Regularization, and Generalization Bounds
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #25
Competitive Multi-agent Inverse Reinforcement Learning with Sub-optimal Demonstrations
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #26
Continual Reinforcement Learning with Complex Synapses
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #27
Equivalence of Multicategory SVM and Simplex Cone SVM: Fast Computations and Statistical Theory
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #28
Quickshift++: Provably Good Initializations for Sample-Based Mean Shift
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #29
Learning Diffusion using Hyperparameters
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #30
Learning a Mixture of Two Multinomial Logits
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #31
Crowdsourcing with Arbitrary Adversaries
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #32
Deep Density Destructors
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #33
Programmatically Interpretable Reinforcement Learning
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #34
Structured Evolution with Compact Architectures for Scalable Policy Optimization
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #35
The Weighted Kendall and High-order Kernels for Permutations
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #36
The Limits of Maxing, Ranking, and Preference Learning
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #38
Variable Selection via Penalized Neural Network: a Drop-Out-One Loss Approach
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #39
Clustering Semi-Random Mixtures of Gaussians
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #40
Leveraging Well-Conditioned Bases: Streaming and Distributed Summaries in Minkowski $p$-Norms
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #41
Learning by Playing - Solving Sparse Reward Tasks from Scratch
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #42
Structured Control Nets for Deep Reinforcement Learning
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #43
Stagewise Safe Bayesian Optimization with Gaussian Processes
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #44
Bayesian Optimization of Combinatorial Structures
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #45
GraphRNN: Generating Realistic Graphs with Deep Auto-regressive Models
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #46
Dependent Relational Gamma Process Models for Longitudinal Networks
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #47
K-means clustering using random matrix sparsification
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #48
Hierarchical Clustering with Structural Constraints
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #49
Kronecker Recurrent Units
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #50
Semi-Supervised Learning via Compact Latent Space Clustering
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #51
Dynamic Evaluation of Neural Sequence Models
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #52
TACO: Learning Task Decomposition via Temporal Alignment for Control
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #53
A Spectral Approach to Gradient Estimation for Implicit Distributions
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #54
Quasi-Monte Carlo Variational Inference
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #55
Learning to Optimize Combinatorial Functions
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #56
Proportional Allocation: Simple, Distributed, and Diverse Matching with High Entropy
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #57
Representation Learning on Graphs with Jumping Knowledge Networks
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #58
NetGAN: Generating Graphs via Random Walks
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #59
INSPECTRE: Privately Estimating the Unseen
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #60
Locally Private Hypothesis Testing
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #61
Latent Space Policies for Hierarchical Reinforcement Learning
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #62
More Robust Doubly Robust Off-policy Evaluation
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #63
Learning to Explain: An Information-Theoretic Perspective on Model Interpretation
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #64
End-to-end Active Object Tracking via Reinforcement Learning
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #65
Efficient and Consistent Adversarial Bipartite Matching
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #66
SparseMAP: Differentiable Sparse Structured Inference
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #67
Bilevel Programming for Hyperparameter Optimization and Meta-Learning
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #68
Meta-Learning by Adjusting Priors Based on Extended PAC-Bayes Theory
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #69
Parameterized Algorithms for the Matrix Completion Problem
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #70
Nearly Optimal Robust Subspace Tracking
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #71
Katyusha X: Simple Momentum Method for Stochastic Sum-of-Nonconvex Optimization
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #72
signSGD: Compressed Optimisation for Non-Convex Problems
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #73
Synthesizing Robust Adversarial Examples
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #74
Differentiable Abstract Interpretation for Provably Robust Neural Networks
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #75
Stochastic Training of Graph Convolutional Networks with Variance Reduction
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #76
Neural Relational Inference for Interacting Systems
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #77
Which Training Methods for GANs do actually Converge?
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #78
Learning Independent Causal Mechanisms
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #79
Nonconvex Optimization for Regression with Fairness Constraints
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #80
Fairness Without Demographics in Repeated Loss Minimization
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #81
MSplit LBI: Realizing Feature Selection and Dense Estimation Simultaneously in Few-shot and Zero-shot Learning
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #82
Nonoverlap-Promoting Variable Selection
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #83
Towards More Efficient Stochastic Decentralized Learning: Faster Convergence and Sparse Communication
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #84
Graph Networks as Learnable Physics Engines for Inference and Control
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #85
An Alternative View: When Does SGD Escape Local Minima?
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #86
Asynchronous Decentralized Parallel Stochastic Gradient Descent
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #87
An Estimation and Analysis Framework for the Rasch Model
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #88
Mitigating Bias in Adaptive Data Gathering via Differential Privacy
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #89
Local Private Hypothesis Testing: Chi-Square Tests
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #90
Disentangling by Factorising
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #91
Efficient Bias-Span-Constrained Exploration-Exploitation in Reinforcement Learning
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #92
Learning to search with MCTSnets
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #93
Decoupled Parallel Backpropagation with Convergence Guarantee
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #94
On Learning Sparsely Used Dictionaries from Incomplete Samples
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #95
Variational Network Inference: Strong and Stable with Concrete Support
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #96
Weakly Submodular Maximization Beyond Cardinality Constraints: Does Randomization Help Greedy?
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #97
Data Summarization at Scale: A Two-Stage Submodular Approach
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #98
Best Arm Identification in Linear Bandits with Linear Dimension Dependency
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #99
Learning with Abandonment
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #100
Hyperbolic Entailment Cones for Learning Hierarchical Embeddings
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #101
Generative Temporal Models with Spatial Memory for Partially Observed Environments
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #102
DiCE: The Infinitely Differentiable Monte Carlo Estimator
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #103
Orthogonal Recurrent Neural Networks with Scaled Cayley Transform
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #104
Least-Squares Temporal Difference Learning for the Linear Quadratic Regulator
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #105
Spotlight: Optimizing Device Placement for Training Deep Neural Networks
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #106
Universal Planning Networks: Learning Generalizable Representations for Visuomotor Control
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #107
Coordinated Exploration in Concurrent Reinforcement Learning
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #108
A probabilistic framework for multi-view feature learning with many-to-many associations via neural networks
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #109
Learning Steady-States of Iterative Algorithms over Graphs
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #110
Obfuscated Gradients Give a False Sense of Security: Circumventing Defenses to Adversarial Examples
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #111
Fair and Diverse DPP-Based Data Summarization
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #112
Learning Implicit Generative Models with the Method of Learned Moments
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #113
Chi-square Generative Adversarial Network
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #114
Streaming Principal Component Analysis in Noisy Setting
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #115
Partial Optimality and Fast Lower Bounds for Weighted Correlation Clustering
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #116
SGD and Hogwild! Convergence Without the Bounded Gradients Assumption
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #117
Computational Optimal Transport: Complexity by Accelerated Gradient Descent Is Better Than by Sinkhorn's Algorithm
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #118
Stability and Generalization of Learning Algorithms that Converge to Global Optima
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #119
Optimal Rates of Sketched-regularized Algorithms for Least-Squares Regression over Hilbert Spaces
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #120
Adafactor: Adaptive Learning Rates with Sublinear Memory Cost
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #121
Fast Parametric Learning with Activation Memorization
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #122
Essentially No Barriers in Neural Network Energy Landscape
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #123
Deep Linear Networks with Arbitrary Loss: All Local Minima Are Global
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #124
Generalized Robust Bayesian Committee Machine for Large-scale Gaussian Process Regression
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #125
Bayesian Quadrature for Multiple Related Integrals
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #126
Deep Predictive Coding Network for Object Recognition
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #127
Neural Inverse Rendering for General Reflectance Photometric Stereo
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #128
On the Relationship between Data Efficiency and Error for Uncertainty Sampling
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #129
Selecting Representative Examples for Program Synthesis
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #130
Conditional Neural Processes
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #131
Hierarchical Long-term Video Prediction without Supervision
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #132
Adversarial Risk and the Dangers of Evaluating Against Weak Attacks
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #133
A Classification-Based Study of Covariate Shift in GAN Distributions
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #134
Gated Path Planning Networks
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #135
Automatic Goal Generation for Reinforcement Learning Agents
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #136
ADMM and Accelerated ADMM as Continuous Dynamical Systems
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #137
Dissipativity Theory for Accelerating Stochastic Variance Reduction: A Unified Analysis of SVRG and Katyusha Using Semidefinite Programs
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #138
Contextual Graph Markov Model: A Deep and Generative Approach to Graph Processing
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #139
Learning Continuous Hierarchies in the Lorentz Model of Hyperbolic Geometry
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #140
Fast Variance Reduction Method with Stochastic Batch Size
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #141
Lyapunov Functions for First-Order Methods: Tight Automated Convergence Guarantees
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #142
Nonparametric Regression with Comparisons: Escaping the Curse of Dimensionality with Ordinal Information
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #143
The Well-Tempered Lasso
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #144
Transfer Learning via Learning to Transfer
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #145
Pseudo-task Augmentation: From Deep Multitask Learning to Intratask Sharing—and Back
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #146
Analysis of Minimax Error Rate for Crowdsourcing and Its Application to Worker Clustering Model
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #147
Deep One-Class Classification
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #148
Binary Partitions with Approximate Minimum Impurity
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #149
Beyond 1/2-Approximation for Submodular Maximization on Massive Data Streams
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #150
Yes, but Did It Work?: Evaluating Variational Inference
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #151
Black-Box Variational Inference for Stochastic Differential Equations
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #152
Online Convolutional Sparse Coding with Sample-Dependent Dictionary
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #153
Learning to Speed Up Structured Output Prediction
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #154
Differentially Private Identity and Equivalence Testing of Discrete Distributions
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #155
Information Theoretic Guarantees for Empirical Risk Minimization with Applications to Model Selection and Large-Scale Optimization
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Poster
Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #156
BOCK : Bayesian Optimization with Cylindrical Kernels
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #157
BOHB: Robust and Efficient Hyperparameter Optimization at Scale
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #158
Distributed Nonparametric Regression under Communication Constraints
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #159
Optimal Tuning for Divide-and-conquer Kernel Ridge Regression with Massive Data
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Poster
Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #160
WHInter: A Working set algorithm for High-dimensional sparse second order Interaction models
In
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Poster
Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #161
Safe Element Screening for Submodular Function Minimization
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Poster
Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #162
Feedback-Based Tree Search for Reinforcement Learning
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Poster
Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #163
Transfer in Deep Reinforcement Learning Using Successor Features and Generalised Policy Improvement
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Poster
Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #164
Data-Dependent Stability of Stochastic Gradient Descent
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Poster
Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #165
LeapsAndBounds: A Method for Approximately Optimal Algorithm Configuration
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Poster
Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #166
Scalable Deletion-Robust Submodular Maximization: Data Summarization with Privacy and Fairness Constraints
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Poster
Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #167
Covariate Adjusted Precision Matrix Estimation via Nonconvex Optimization
In
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Poster
Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #168
Comparing Dynamics: Deep Neural Networks versus Glassy Systems
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #169
An Optimal Control Approach to Deep Learning and Applications to Discrete-Weight Neural Networks
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #170
Not All Samples Are Created Equal: Deep Learning with Importance Sampling
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #171
Dynamical Isometry and a Mean Field Theory of CNNs: How to Train 10,000-Layer Vanilla Convolutional Neural Networks
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Poster
Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #172
Path Consistency Learning in Tsallis Entropy Regularized MDPs
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #173
Lipschitz Continuity in Model-based Reinforcement Learning
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #174___0
Bounds on the Approximation Power of Feedforward Neural Networks
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #174___1
Linear Spectral Estimators and an Application to Phase Retrieval
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #175
Testing Sparsity over Known and Unknown Bases
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #176
Inference Suboptimality in Variational Autoencoders
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #177
Semi-Implicit Variational Inference
In
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #178
Variance Regularized Counterfactual Risk Minimization via Variational Divergence Minimization
In
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Poster
Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #179
Limits of Estimating Heterogeneous Treatment Effects: Guidelines for Practical Algorithm Design
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #180
A Semantic Loss Function for Deep Learning with Symbolic Knowledge
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #181
Stabilizing Gradients for Deep Neural Networks via Efficient SVD Parameterization
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Poster
Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #182
An Efficient Semismooth Newton based Algorithm for Convex Clustering
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Poster
Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #183
Lightweight Stochastic Optimization for Minimizing Finite Sums with Infinite Data
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #184
Exploiting the Potential of Standard Convolutional Autoencoders for Image Restoration by Evolutionary Search
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Poster
Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #185
Efficient Neural Architecture Search via Parameters Sharing
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Poster
Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #186
Non-convex Conditional Gradient Sliding
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #187
Stochastic Variance-Reduced Cubic Regularized Newton Method
In
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Poster
Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #188
On the Optimization of Deep Networks: Implicit Acceleration by Overparameterization
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #189
The Dynamics of Learning: A Random Matrix Approach
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #190
Learning K-way D-dimensional Discrete Codes for Compact Embedding Representations
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Poster
Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #191
Discovering Interpretable Representations for Both Deep Generative and Discriminative Models
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #192
Continuous-Time Flows for Efficient Inference and Density Estimation
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #193
Tighter Variational Bounds are Not Necessarily Better
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #194
PredRNN++: Towards A Resolution of the Deep-in-Time Dilemma in Spatiotemporal Predictive Learning
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #195
RadialGAN: Leveraging multiple datasets to improve target-specific predictive models using Generative Adversarial Networks
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Poster
Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #196
Differentiable Compositional Kernel Learning for Gaussian Processes
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #197
Markov Modulated Gaussian Cox Processes for Semi-Stationary Intensity Modeling of Events Data
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #198
Improved Regret Bounds for Thompson Sampling in Linear Quadratic Control Problems
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #199
Design of Experiments for Model Discrimination Hybridising Analytical and Data-Driven Approaches
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #200
Anonymous Walk Embeddings
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #201
Improving Optimization in Models With Continuous Symmetry Breaking
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #202
Conditional Noise-Contrastive Estimation of Unnormalised Models
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #203
Canonical Tensor Decomposition for Knowledge Base Completion
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #204
The Power of Interpolation: Understanding the Effectiveness of SGD in Modern Over-parametrized Learning
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #205
A Simple Stochastic Variance Reduced Algorithm with Fast Convergence Rates
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Poster
Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #206
Escaping Saddles with Stochastic Gradients
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Poster
Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #207
$D^2$: Decentralized Training over Decentralized Data
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Poster
Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #208
Machine Theory of Mind
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #209
Been There, Done That: Meta-Learning with Episodic Recall
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #210
Faster Derivative-Free Stochastic Algorithm for Shared Memory Machines
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #211
Coded Sparse Matrix Multiplication
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #212
Augment and Reduce: Stochastic Inference for Large Categorical Distributions
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #213
Efficient Gradient-Free Variational Inference using Policy Search
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #214
Fixing a Broken ELBO
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #215
Variational Inference and Model Selection with Generalized Evidence Bounds
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #216
The Generalization Error of Dictionary Learning with Moreau Envelopes
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Wed Jul 11 09:15 AM -- 12:00 PM (PDT) @ Hall B #217
Network Global Testing by Counting Graphlets
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #1
Large-Scale Sparse Inverse Covariance Estimation via Thresholding and Max-Det Matrix Completion
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #2
Robust and Scalable Models of Microbiome Dynamics
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #3
Explicit Inductive Bias for Transfer Learning with Convolutional Networks
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #4
GradNorm: Gradient Normalization for Adaptive Loss Balancing in Deep Multitask Networks
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #5
Optimizing the Latent Space of Generative Networks
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #6
Theoretical Analysis of Image-to-Image Translation with Adversarial Learning
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #7
Soft Actor-Critic: Off-Policy Maximum Entropy Deep Reinforcement Learning with a Stochastic Actor
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #8
PIPPS: Flexible Model-Based Policy Search Robust to the Curse of Chaos
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #9
Probabilistic Recurrent State-Space Models
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #10
Structured Variationally Auto-encoded Optimization
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #11
A Robust Approach to Sequential Information Theoretic Planning
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #12
Error Estimation for Randomized Least-Squares Algorithms via the Bootstrap
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #13
Distributed Asynchronous Optimization with Unbounded Delays: How Slow Can You Go?
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #14
Error Compensated Quantized SGD and its Applications to Large-scale Distributed Optimization
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #15
Low-Rank Riemannian Optimization on Positive Semidefinite Stochastic Matrices with Applications to Graph Clustering
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Poster
Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #16
Dissecting Adam: The Sign, Magnitude and Variance of Stochastic Gradients
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #17
Discovering and Removing Exogenous State Variables and Rewards for Reinforcement Learning
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #18
Differentially Private Database Release via Kernel Mean Embeddings
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #19
Extracting Automata from Recurrent Neural Networks Using Queries and Counterexamples
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #20
Neural Dynamic Programming for Musical Self Similarity
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #21
Learning long term dependencies via Fourier recurrent units
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #22
Autoregressive Convolutional Neural Networks for Asynchronous Time Series
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #23
Efficient Model-Based Deep Reinforcement Learning with Variational State Tabulation
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #24
Regret Minimization for Partially Observable Deep Reinforcement Learning
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #25
Goodness-of-fit Testing for Discrete Distributions via Stein Discrepancy
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #26
Unbiased Objective Estimation in Predictive Optimization
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #27
Ultra Large-Scale Feature Selection using Count-Sketches
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Poster
Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #28
Matrix Norms in Data Streams: Faster, Multi-Pass and Row-Order
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Poster
Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #29
Can Deep Reinforcement Learning Solve Erdos-Selfridge-Spencer Games?
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #30
The Mirage of Action-Dependent Baselines in Reinforcement Learning
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #31
Composite Marginal Likelihood Methods for Random Utility Models
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #32
Ranking Distributions based on Noisy Sorting
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #33
DICOD: Distributed Convolutional Coordinate Descent for Convolutional Sparse Coding
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #34
Exploring Hidden Dimensions in Accelerating Convolutional Neural Networks
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #35
Deep Models of Interactions Across Sets
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #36
ContextNet: Deep learning for Star Galaxy Classification
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #37
First Order Generative Adversarial Networks
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #38
Max-Mahalanobis Linear Discriminant Analysis Networks
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #39
Learning Maximum-A-Posteriori Perturbation Models for Structured Prediction in Polynomial Time
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #40
Structured Output Learning with Abstention: Application to Accurate Opinion Prediction
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #41
SBEED: Convergent Reinforcement Learning with Nonlinear Function Approximation
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Poster
Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #42
Smoothed Action Value Functions for Learning Gaussian Policies
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #43
Towards End-to-End Prosody Transfer for Expressive Speech Synthesis with Tacotron
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #44
Style Tokens: Unsupervised Style Modeling, Control and Transfer in End-to-End Speech Synthesis
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #45
AutoPrognosis: Automated Clinical Prognostic Modeling via Bayesian Optimization with Structured Kernel Learning
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #46
TAPAS: Tricks to Accelerate (encrypted) Prediction As a Service
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Poster
Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #47
End-to-End Learning for the Deep Multivariate Probit Model
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #48
Differentiable Dynamic Programming for Structured Prediction and Attention
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #49
Optimal Distributed Learning with Multi-pass Stochastic Gradient Methods
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #50
Byzantine-Robust Distributed Learning: Towards Optimal Statistical Rates
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #51
SQL-Rank: A Listwise Approach to Collaborative Ranking
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #52
Extreme Learning to Rank via Low Rank Assumption
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #53
Adversarial Attack on Graph Structured Data
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #54
Reinforcing Adversarial Robustness using Model Confidence Induced by Adversarial Training
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #55
Closed-form Marginal Likelihood in Gamma-Poisson Matrix Factorization
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #56
Learning Binary Latent Variable Models: A Tensor Eigenpair Approach
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Poster
Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #57
Thompson Sampling for Combinatorial Semi-Bandits
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #58
Let’s be Honest: An Optimal No-Regret Framework for Zero-Sum Games
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Poster
Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #59
Deep Asymmetric Multi-task Feature Learning
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #60
Learn from Your Neighbor: Learning Multi-modal Mappings from Sparse Annotations
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #61
Stein Variational Message Passing for Continuous Graphical Models
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #62
Discrete-Continuous Mixtures in Probabilistic Programming: Generalized Semantics and Inference Algorithms
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #63
Towards Binary-Valued Gates for Robust LSTM Training
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #64
Fitting New Speakers Based on a Short Untranscribed Sample
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #65
Stochastic Variance-Reduced Policy Gradient
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #66
Convergent Tree Backup and Retrace with Function Approximation
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #67
Alternating Randomized Block Coordinate Descent
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #68
Shampoo: Preconditioned Stochastic Tensor Optimization
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #69
Stochastic Wasserstein Barycenters
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #70
Accelerating Natural Gradient with Higher-Order Invariance
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #71
Learning unknown ODE models with Gaussian processes
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #72
Constraining the Dynamics of Deep Probabilistic Models
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #73
Fast Decoding in Sequence Models Using Discrete Latent Variables
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #74
High Performance Zero-Memory Overhead Direct Convolutions
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #75
Approximate Leave-One-Out for Fast Parameter Tuning in High Dimensions
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #76
Improved large-scale graph learning through ridge spectral sparsification
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #77
Distilling the Posterior in Bayesian Neural Networks
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #78
Scalable approximate Bayesian inference for particle tracking data
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #79
Weakly Consistent Optimal Pricing Algorithms in Repeated Posted-Price Auctions with Strategic Buyer
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #80
Practical Contextual Bandits with Regression Oracles
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #81
Stochastic Variance-Reduced Hamilton Monte Carlo Methods
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #82
Asynchronous Stochastic Quasi-Newton MCMC for Non-Convex Optimization
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #83
GAIN: Missing Data Imputation using Generative Adversarial Nets
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #84
Synthesizing Programs for Images using Reinforced Adversarial Learning
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #85
Geometry Score: A Method For Comparing Generative Adversarial Networks
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #86
Addressing Function Approximation Error in Actor-Critic Methods
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #87
Fast Bellman Updates for Robust MDPs
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #88
Configurable Markov Decision Processes
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #89
Prediction Rule Reshaping
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #90
Dimensionality-Driven Learning with Noisy Labels
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #91
Learning Memory Access Patterns
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #92
Geodesic Convolutional Shape Optimization
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #93
Visualizing and Understanding Atari Agents
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #94
An Efficient, Generalized Bellman Update For Cooperative Inverse Reinforcement Learning
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #95
Is Generator Conditioning Causally Related to GAN Performance?
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #96
K-Beam Minimax: Efficient Optimization for Deep Adversarial Learning
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #97
Inductive Two-Layer Modeling with Parametric Bregman Transfer
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #98
Does Distributionally Robust Supervised Learning Give Robust Classifiers?
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #99
Understanding Generalization and Optimization Performance of Deep CNNs
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #100
The Multilinear Structure of ReLU Networks
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #101
Parallel and Streaming Algorithms for K-Core Decomposition
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #102
Fast Approximate Spectral Clustering for Dynamic Networks
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #103
Gradient Descent Learns One-hidden-layer CNN: Don't be Afraid of Spurious Local Minima
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #104
Neural Networks Should Be Wide Enough to Learn Disconnected Decision Regions
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #105
Greed is Still Good: Maximizing Monotone Submodular+Supermodular (BP) Functions
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #106
Black-box Adversarial Attacks with Limited Queries and Information
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #107
Using Inherent Structures to design Lean 2-layer RBMs
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #108
Not to Cry Wolf: Distantly Supervised Multitask Learning in Critical Care
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #109
Composable Planning with Attributes
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #110
Measuring abstract reasoning in neural networks
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #111
Projection-Free Online Optimization with Stochastic Gradient: From Convexity to Submodularity
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #112
Self-Bounded Prediction Suffix Tree via Approximate String Matching
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #113
MentorNet: Learning Data-Driven Curriculum for Very Deep Neural Networks on Corrupted Labels
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #114
Curriculum Learning by Transfer Learning: Theory and Experiments with Deep Networks
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #115
Composite Functional Gradient Learning of Generative Adversarial Models
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #116
LaVAN: Localized and Visible Adversarial Noise
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #117
Approximation Guarantees for Adaptive Sampling
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #118
Constrained Interacting Submodular Groupings
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #119
Residual Unfairness in Fair Machine Learning from Prejudiced Data
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #120
Adversarial Regression with Multiple Learners
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #121
Representation Tradeoffs for Hyperbolic Embeddings
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #122
Improving Sign Random Projections With Additional Information
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #123
Bandits with Delayed, Aggregated Anonymous Feedback
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #124
Make the Minority Great Again: First-Order Regret Bound for Contextual Bandits
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #125
Learning Policy Representations in Multiagent Systems
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #126
Learning to Coordinate with Coordination Graphs in Repeated Single-Stage Multi-Agent Decision Problems
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #127
Beyond Finite Layer Neural Networks: Bridging Deep Architectures and Numerical Differential Equations
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #128
Compressing Neural Networks using the Variational Information Bottelneck
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #129
Scalable Bilinear Pi Learning Using State and Action Features
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #130
Time Limits in Reinforcement Learning
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #131
Semi-Supervised Learning on Data Streams via Temporal Label Propagation
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #132
Implicit Regularization in Nonconvex Statistical Estimation: Gradient Descent Converges Linearly for Phase Retrieval and Matrix Completion
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #133
A Fast and Scalable Joint Estimator for Integrating Additional Knowledge in Learning Multiple Related Sparse Gaussian Graphical Models
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #134
Bucket Renormalization for Approximate Inference
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #135
Kernel Recursive ABC: Point Estimation with Intractable Likelihood
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #136
Modeling Others using Oneself in Multi-Agent Reinforcement Learning
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #137
Tropical Geometry of Deep Neural Networks
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #138
Learning Dynamics of Linear Denoising Autoencoders
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #139
Nonparametric variable importance using an augmented neural network with multi-task learning
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #140
Training Neural Machines with Trace-Based Supervision
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #141
Open Category Detection with PAC Guarantees
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #142
SAFFRON: an Adaptive Algorithm for Online Control of the False Discovery Rate
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #143
Learning Localized Spatio-Temporal Models From Streaming Data
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #144
Feasible Arm Identification
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #145
Fast Maximization of Non-Submodular, Monotonic Functions on the Integer Lattice
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #146
Decentralized Submodular Maximization: Bridging Discrete and Continuous Settings
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #147
Towards Fast Computation of Certified Robustness for ReLU Networks
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #148
A Two-Step Computation of the Exact GAN Wasserstein Distance
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #149
Spatio-temporal Bayesian On-line Changepoint Detection with Model Selection
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #150
Fast Stochastic AUC Maximization with $O(1/n)$-Convergence Rate
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #151
Accurate Uncertainties for Deep Learning Using Calibrated Regression
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #152
Neural Autoregressive Flows
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #153
Probabilistic Boolean Tensor Decomposition
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #154
A Primal-Dual Analysis of Global Optimality in Nonconvex Low-Rank Matrix Recovery
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #155
A Delay-tolerant Proximal-Gradient Algorithm for Distributed Learning
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #156
Randomized Block Cubic Newton Method
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #157
Massively Parallel Algorithms and Hardness for Single-Linkage Clustering under $\ell_p$ Distances
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #158
Local Density Estimation in High Dimensions
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #159
To Understand Deep Learning We Need to Understand Kernel Learning
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #160
Learning in Reproducing Kernel Kreı̆n Spaces
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #161
Functional Gradient Boosting based on Residual Network Perception
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #162
Binary Classification with Karmic, Threshold-Quasi-Concave Metrics
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #163
Characterizing Implicit Bias in Terms of Optimization Geometry
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #164
prDeep: Robust Phase Retrieval with a Flexible Deep Network
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #165
Adversarial Time-to-Event Modeling
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #166
MAGAN: Aligning Biological Manifolds
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #167
Multicalibration: Calibration for the (Computationally-Identifiable) Masses
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #168
Improving the Privacy and Accuracy of ADMM-Based Distributed Algorithms
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #169
PixelSNAIL: An Improved Autoregressive Generative Model
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #170
Focused Hierarchical RNNs for Conditional Sequence Processing
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #171
Noise2Noise: Learning Image Restoration without Clean Data
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #172
Learning to Reweight Examples for Robust Deep Learning
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #173
Policy and Value Transfer in Lifelong Reinforcement Learning
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #174
GEP-PG: Decoupling Exploration and Exploitation in Deep Reinforcement Learning Algorithms
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #175
A Hierarchical Latent Vector Model for Learning Long-Term Structure in Music
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #176
Understanding the Loss Surface of Neural Networks for Binary Classification
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #177
Dynamical Isometry and a Mean Field Theory of RNNs: Gating Enables Signal Propagation in Recurrent Neural Networks
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #178
Reviving and Improving Recurrent Back-Propagation
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #179
Riemannian Stochastic Recursive Gradient Algorithm with Retraction and Vector Transport and Its Convergence Analysis
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #180
Learning Compact Neural Networks with Regularization
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #181
Investigating Human Priors for Playing Video Games
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #182
Decoupling Gradient-Like Learning Rules from Representations
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #183
Invariance of Weight Distributions in Rectified MLPs
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #184
Stronger Generalization Bounds for Deep Nets via a Compression Approach
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #185
Near Optimal Frequent Directions for Sketching Dense and Sparse Matrices
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #186
Loss Decomposition for Fast Learning in Large Output Spaces
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #187
Stochastic Proximal Algorithms for AUC Maximization
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #188
Accelerated Spectral Ranking
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #189
Decomposition of Uncertainty in Bayesian Deep Learning for Efficient and Risk-sensitive Learning
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #190
Fast and Scalable Bayesian Deep Learning by Weight-Perturbation in Adam
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #191
Learning One Convolutional Layer with Overlapping Patches
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #192
A Spline Theory of Deep Learning
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #193
Structured Variational Learning of Bayesian Neural Networks with Horseshoe Priors
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #194
Variational Bayesian dropout: pitfalls and fixes
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #195
Adversarial Learning with Local Coordinate Coding
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #196
Learning Representations and Generative Models for 3D Point Clouds
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #197
Bayesian Uncertainty Estimation for Batch Normalized Deep Networks
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #198
Noisy Natural Gradient as Variational Inference
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #199
Deep Variational Reinforcement Learning for POMDPs
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #200
Recurrent Predictive State Policy Networks
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #201
The Mechanics of n-Player Differentiable Games
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #202
Improved Training of Generative Adversarial Networks Using Representative Features
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #203
Hierarchical Multi-Label Classification Networks
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #204
Knowledge Transfer with Jacobian Matching
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #205
Towards Black-box Iterative Machine Teaching
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #206
Improving the Gaussian Mechanism for Differential Privacy: Analytical Calibration and Optimal Denoising
In
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #207
Importance Weighted Transfer of Samples in Reinforcement Learning
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #208
Beyond the One-Step Greedy Approach in Reinforcement Learning
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #209
Optimization, fast and slow: optimally switching between local and Bayesian optimization
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #210
Batch Bayesian Optimization via Multi-objective Acquisition Ensemble for Automated Analog Circuit Design
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #211
Graphical Nonconvex Optimization via an Adaptive Convex Relaxation
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #212
Approximate message passing for amplitude based optimization
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #214
Tempered Adversarial Networks
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #213
Delayed Impact of Fair Machine Learning
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #215
Fast Information-theoretic Bayesian Optimisation
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #216
Tight Regret Bounds for Bayesian Optimization in One Dimension
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #218
Kernelized Synaptic Weight Matrices
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #219
A Distributed Second-Order Algorithm You Can Trust
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #220
On Acceleration with Noise-Corrupted Gradients
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #221
Gradient Coding from Cyclic MDS Codes and Expander Graphs
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #222
Accelerating Greedy Coordinate Descent Methods
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #223
Finding Influential Training Samples for Gradient Boosted Decision Trees
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #224
Improving Regression Performance with Distributional Losses
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #225
QMIX: Monotonic Value Function Factorisation for Deep Multi-Agent Reinforcement Learning
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #226
Learning to Act in Decentralized Partially Observable MDPs
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Thu Jul 12 09:15 AM -- 12:00 PM (PDT) @ Hall B #227
Local Convergence Properties of SAGA/Prox-SVRG and Acceleration
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #2
Large-Scale Cox Process Inference using Variational Fourier Features
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #3
SADAGRAD: Strongly Adaptive Stochastic Gradient Methods
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #4
Gradient Primal-Dual Algorithm Converges to Second-Order Stationary Solution for Nonconvex Distributed Optimization Over Networks
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #5
A Progressive Batching L-BFGS Method for Machine Learning
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #6
WSNet: Compact and Efficient Networks Through Weight Sampling
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #7
Entropy-SGD optimizes the prior of a PAC-Bayes bound: Generalization properties of Entropy-SGD and data-dependent priors
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #8
High-Quality Prediction Intervals for Deep Learning: A Distribution-Free, Ensembled Approach
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #9
Competitive Caching with Machine Learned Advice
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #10
Approximation Algorithms for Cascading Prediction Models
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #11
Orthogonal Machine Learning: Power and Limitations
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #12
Causal Bandits with Propagating Inference
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #13
Mix & Match - Agent Curricula for Reinforcement Learning
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #14
The Uncertainty Bellman Equation and Exploration
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #15
Hierarchical Imitation and Reinforcement Learning
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #16
Policy Optimization with Demonstrations
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #17
Fast Gradient-Based Methods with Exponential Rate: A Hybrid Control Framework
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #18
Level-Set Methods for Finite-Sum Constrained Convex Optimization
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #19
A Theoretical Explanation for Perplexing Behaviors of Backpropagation-based Visualizations
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #20
A Boo(n) for Evaluating Architecture Performance
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #21
RLlib: Abstractions for Distributed Reinforcement Learning
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #22
Global Convergence of Policy Gradient Methods for the Linear Quadratic Regulator
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #23
The Edge Density Barrier: Computational-Statistical Tradeoffs in Combinatorial Inference
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #24
Sound Abstraction and Decomposition of Probabilistic Programs
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #25
Parallel WaveNet: Fast High-Fidelity Speech Synthesis
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #26
Modeling Sparse Deviations for Compressed Sensing using Generative Models
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #27
Revealing Common Statistical Behaviors in Heterogeneous Populations
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #28
Improved nearest neighbor search using auxiliary information and priority functions
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #29
Trainable Calibration Measures for Neural Networks from Kernel Mean Embeddings
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #30
QuantTree: Histograms for Change Detection in Multivariate Data Streams
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #31
An Iterative, Sketching-based Framework for Ridge Regression
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #32
Learning Low-Dimensional Temporal Representations
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #33
Rapid Adaptation with Conditionally Shifted Neurons
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #34
PDE-Net: Learning PDEs from Data
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #35
Theoretical Analysis of Sparse Subspace Clustering with Missing Entries
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #36
Topological mixture estimation
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #37
On Matching Pursuit and Coordinate Descent
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #38
Frank-Wolfe with Subsampling Oracle
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #39
Reinforcement Learning with Function-Valued Action Spaces for Partial Differential Equation Control
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #40
Fourier Policy Gradients
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #41
Adaptive Three Operator Splitting
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #42
A Conditional Gradient Framework for Composite Convex Minimization with Applications to Semidefinite Programming
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #43
Learning Semantic Representations for Unsupervised Domain Adaptation
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #44
Learning Adversarially Fair and Transferable Representations
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #45
Spurious Local Minima are Common in Two-Layer ReLU Neural Networks
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #46
Efficient end-to-end learning for quantizable representations
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #47
Solving Partial Assignment Problems using Random Clique Complexes
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #48
Generalized Earley Parser: Bridging Symbolic Grammars and Sequence Data for Future Prediction
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #49
Convergence guarantees for a class of non-convex and non-smooth optimization problems
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #50
Estimation of Markov Chain via Rank-constrained Likelihood
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #51
Efficient First-Order Algorithms for Adaptive Signal Denoising
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #52
Continuous and Discrete-time Accelerated Stochastic Mirror Descent for Strongly Convex Functions
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #53
Noisin: Unbiased Regularization for Recurrent Neural Networks
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #54
Hierarchical Deep Generative Models for Multi-Rate Multivariate Time Series
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #55
Disentangled Sequential Autoencoder
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #56
Stochastic Video Generation with a Learned Prior
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #57
Mutual Information Neural Estimation
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #58
Adversarially Regularized Autoencoders
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #59
Policy Optimization as Wasserstein Gradient Flows
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #60
Self-Imitation Learning
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #61
Spectrally Approximating Large Graphs with Smaller Graphs
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #62
On the Spectrum of Random Features Maps of High Dimensional Data
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #63
Learning Registered Point Processes from Idiosyncratic Observations
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #64
Deep Bayesian Nonparametric Tracking
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #65
Learning and Memorization
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #66
Attention-based Deep Multiple Instance Learning
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #67
Classification from Pairwise Similarity and Unlabeled Data
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #68
Analyzing the Robustness of Nearest Neighbors to Adversarial Examples
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #69
On the Implicit Bias of Dropout
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #70
Convolutional Imputation of Matrix Networks
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #71
Detecting and Correcting for Label Shift with Black Box Predictors
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #72
Orthogonality-Promoting Distance Metric Learning: Convex Relaxation and Theoretical Analysis
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #73
Comparison-Based Random Forests
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #74
A Probabilistic Theory of Supervised Similarity Learning for Pointwise ROC Curve Optimization
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #75
Provable Variable Selection for Streaming Features
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #76
Out-of-sample extension of graph adjacency spectral embedding
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #77
Gradient Descent for Sparse Rank-One Matrix Completion for Crowd-Sourced Aggregation of Sparsely Interacting Workers
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #78
Fast and Sample Efficient Inductive Matrix Completion via Multi-Phase Procrustes Flow
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #79
DCFNet: Deep Neural Network with Decomposed Convolutional Filters
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #80
Optimization Landscape and Expressivity of Deep CNNs
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #81
Scalable Gaussian Processes with Grid-Structured Eigenfunctions (GP-GRIEF)
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #82
Learning in Integer Latent Variable Models with Nested Automatic Differentiation
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #83
CyCADA: Cycle-Consistent Adversarial Domain Adaptation
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #84
Rectify Heterogeneous Models with Semantic Mapping
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #85
DVAE++: Discrete Variational Autoencoders with Overlapping Transformations
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #86
Iterative Amortized Inference
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #87
Blind Justice: Fairness with Encrypted Sensitive Attributes
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #88
Active Learning with Logged Data
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #89
A Reductions Approach to Fair Classification
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #90
Preventing Fairness Gerrymandering: Auditing and Learning for Subgroup Fairness
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #91
Bayesian Model Selection for Change Point Detection and Clustering
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #92
A Unified Framework for Structured Low-rank Matrix Learning
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #93
Firing Bandits: Optimizing Crowdfunding
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #94
Multi-Fidelity Black-Box Optimization with Hierarchical Partitions
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #95
Compiling Combinatorial Prediction Games
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #96
Rates of Convergence of Spectral Methods for Graphon Estimation
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #97
Characterizing and Learning Equivalence Classes of Causal DAGs under Interventions
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #98
Minimal I-MAP MCMC for Scalable Structure Discovery in Causal DAG Models
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #99
StrassenNets: Deep Learning with a Multiplication Budget
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #100
Gradient-Based Meta-Learning with Learned Layerwise Metric and Subspace
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #101
Candidates vs. Noises Estimation for Large Multi-Class Classification Problem
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #102
CRAFTML, an Efficient Clustering-based Random Forest for Extreme Multi-label Learning
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #103
Overcoming Catastrophic Forgetting with Hard Attention to the Task
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #104
Deep k-Means: Re-Training and Parameter Sharing with Harder Cluster Assignments for Compressing Deep Convolutions
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #105
Efficient Neural Audio Synthesis
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #106
Born Again Neural Networks
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #107
Adaptive Sampled Softmax with Kernel Based Sampling
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #109
JointGAN: Multi-Domain Joint Distribution Learning with Generative Adversarial Nets
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #110
Autoregressive Quantile Networks for Generative Modeling
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #111
On the Power of Over-parametrization in Neural Networks with Quadratic Activation
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #112
On the Limitations of First-Order Approximation in GAN Dynamics
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #113
Learning to Explore via Meta-Policy Gradient
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #114
Mean Field Multi-Agent Reinforcement Learning
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #115
Online Linear Quadratic Control
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #116
Online Learning with Abstention
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #117
Celer: a Fast Solver for the Lasso with Dual Extrapolation
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #118
Cut-Pursuit Algorithm for Regularizing Nonsmooth Functionals with Graph Total Variation
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #119
Augmented CycleGAN: Learning Many-to-Many Mappings from Unpaired Data
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #120
Mixed batches and symmetric discriminators for GAN training
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #121
An Algorithmic Framework of Variable Metric Over-Relaxed Hybrid Proximal Extra-Gradient Method
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #124
Learning Hidden Markov Models from Pairwise Co-occurrences with Application to Topic Modeling
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #125
DRACO: Byzantine-resilient Distributed Training via Redundant Gradients
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #126
Communication-Computation Efficient Gradient Coding
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #127
Submodular Hypergraphs: p-Laplacians, Cheeger Inequalities and Spectral Clustering
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #128
SMAC: Simultaneous Mapping and Clustering Using Spectral Decompositions
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #129
On Nesting Monte Carlo Estimators
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #130
Stein Variational Gradient Descent Without Gradient
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #131
Detecting non-causal artifacts in multivariate linear regression models
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #132
The Hierarchical Adaptive Forgetting Variational Filter
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #133
Junction Tree Variational Autoencoder for Molecular Graph Generation
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #134
Semi-Amortized Variational Autoencoders
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #135
Adaptive Exploration-Exploitation Tradeoff for Opportunistic Bandits
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #136
Semiparametric Contextual Bandits
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #137
Interpretability Beyond Feature Attribution: Quantitative Testing with Concept Activation Vectors (TCAV)
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #138
Weightless: Lossy weight encoding for deep neural network compression
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #139
Parallel Bayesian Network Structure Learning
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #140
Temporal Poisson Square Root Graphical Models
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #141
Minimax Concave Penalized Multi-Armed Bandit Model with High-Dimensional Covariates
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #142
Dynamic Regret of Strongly Adaptive Methods
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #143
Distributed Clustering via LSH Based Data Partitioning
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #145
Minibatch Gibbs Sampling on Large Graphical Models
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #146
On the Theory of Variance Reduction for Stochastic Gradient Monte Carlo
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #147
Using Reward Machines for High-Level Task Specification and Decomposition in Reinforcement Learning
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #148
Generalization without Systematicity: On the Compositional Skills of Sequence-to-Sequence Recurrent Networks
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #149
Pathwise Derivatives Beyond the Reparameterization Trick
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #150
Message Passing Stein Variational Gradient Descent
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #151
State Space Gaussian Processes with Non-Gaussian Likelihood
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #152
Constant-Time Predictive Distributions for Gaussian Processes
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #153
Gradient descent with identity initialization efficiently learns positive definite linear transformations by deep residual networks
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #154
On the Generalization of Equivariance and Convolution in Neural Networks to the Action of Compact Groups
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #155
Racing Thompson: an Efficient Algorithm for Thompson Sampling with Non-conjugate Priors
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #156
Probably Approximately Metric-Fair Learning
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #157
Neural Program Synthesis from Diverse Demonstration Videos
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #158
Video Prediction with Appearance and Motion Conditions
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #159
CRVI: Convex Relaxation for Variational Inference
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #160
Bayesian Coreset Construction via Greedy Iterative Geodesic Ascent
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #161
Transformation Autoregressive Networks
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #162
Learning equations for extrapolation and control
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #163
Analyzing Uncertainty in Neural Machine Translation
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #164
Hierarchical Text Generation and Planning for Strategic Dialogue
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #165
Budgeted Experiment Design for Causal Structure Learning
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #166
Accurate Inference for Adaptive Linear Models
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #167
Path-Level Network Transformation for Efficient Architecture Search
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #168
Progress & Compress: A scalable framework for continual learning
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #169
Learning Longer-term Dependencies in RNNs with Auxiliary Losses
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #170
Understanding and Simplifying One-Shot Architecture Search
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #171
Fully Decentralized Multi-Agent Reinforcement Learning with Networked Agents
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #172
State Abstractions for Lifelong Reinforcement Learning
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #173
Bounding and Counting Linear Regions of Deep Neural Networks
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #175
Clipped Action Policy Gradient
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #176
IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #177
Inter and Intra Topic Structure Learning with Word Embeddings
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #178
oi-VAE: Output Interpretable VAEs for Nonlinear Group Factor Analysis
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #179
The Hidden Vulnerability of Distributed Learning in Byzantium
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Fri Jul 13 09:15 AM -- 12:00 PM (PDT) @ Hall B #180
Asynchronous Byzantine Machine Learning (the case of SGD)
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