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The 2020 schedule is still incomplete
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Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT) @ Virtual
Message Passing Least Squares Framework and its Application to Rotation Synchronization
Yunpeng Shi · Gilad Lerman
[ Slides
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT) @ Virtual
Learning Opinions in Social Networks
Vincent Conitzer · Debmalya Panigrahi · Hanrui Zhang
[ Slides
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT) @ Virtual
Hierarchical Generation of Molecular Graphs using Structural Motifs
Wengong Jin · Regina Barzilay · Tommi Jaakkola
[ Slides
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT) @ Virtual
Fast and Three-rious: Speeding Up Weak Supervision with Triplet Methods
Dan Fu · Mayee Chen · Frederic Sala · Sarah Hooper · Kayvon Fatahalian · Christopher Re
[ Slides
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT) @ Virtual
Learnable Group Transform For Time-Series
Romain Cosentino · Behnaam Aazhang
[ Slides
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT) @ Virtual
Eliminating the Invariance on the Loss Landscape of Linear Autoencoders
Reza Oftadeh · Jiayi Shen · Zhangyang Wang · Dylan Shell
[ Slides
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT) @ Virtual
TrajectoryNet: A Dynamic Optimal Transport Network for Modeling Cellular Dynamics
Alexander Tong · Jessie Huang · Guy Wolf · David van Dijk · Smita Krishnaswamy
[ Slides
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT) @ Virtual
Measuring Non-Expert Comprehension of Machine Learning Fairness Metrics
Debjani Saha · Candice Schumann · Duncan McElfresh · John P Dickerson · Michelle Mazurek · Michael Tschantz
[ Slides
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT) @ Virtual
Accelerating Large-Scale Inference with Anisotropic Vector Quantization
Ruiqi Guo · Philip Sun · Erik Lindgren · Quan Geng · David Simcha · Felix Chern · Sanjiv Kumar
[ Slides
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT)
Adaptive Estimator Selection for Off-Policy Evaluation
Yi Su · Pavithra Srinath · Akshay Krishnamurthy
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT)
The Cost-free Nature of Optimally Tuning Tikhonov Regularizers and Other Ordered Smoothers
Pierre C Bellec · Dana Yang
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT)
Population-Based Black-Box Optimization for Biological Sequence Design
Christof Angermueller · David Belanger · Andreea Gane · Zelda Mariet · David Dohan · Kevin Murphy · Lucy Colwell · D. Sculley
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT)
The Neural Tangent Kernel in High Dimensions: Triple Descent and a Multi-Scale Theory of Generalization
Ben Adlam · Jeffrey Pennington
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT)
Prediction-Guided Multi-Objective Reinforcement Learning for Continuous Robot Control
Jie Xu · Yunsheng Tian · Pingchuan Ma · Daniela Rus · Shinjiro Sueda · Wojciech Matusik
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 07:00 PM -- 07:45 PM (PDT) @ Virtual
Optimal approximation for unconstrained non-submodular minimization
Marwa El Halabi · Stefanie Jegelka
[ Slides
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 08:00 PM -- 08:45 PM (PDT)
Variational Label Enhancement
Ning Xu · Jun Shu · Yun-Peng Liu · Xin Geng
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT)
Efficient Non-conjugate Gaussian Process Factor Models for Spike Count Data using Polynomial Approximations
Stephen Keeley · David Zoltowski · Yiyi Yu · Spencer Smith · Jonathan Pillow
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 07:00 PM -- 07:45 PM (PDT)
SIGUA: Forgetting May Make Learning with Noisy Labels More Robust
Bo Han · Gang Niu · Xingrui Yu · QUANMING YAO · Miao Xu · Ivor Tsang · Masashi Sugiyama
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT)
Adaptive Droplet Routing in Digital Microfluidic Biochips Using Deep Reinforcement Learning
Tung-Che Liang · Zhanwei Zhong · Yaas Bigdeli · Tsung-Yi Ho · Krishnendu Chakrabarty · Richard Fair
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT)
Schatten Norms in Matrix Streams: Hello Sparsity, Goodbye Dimension
Vladimir Braverman · Robert Krauthgamer · Aditya Krishnan · Roi Sinoff
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT)
Online Bayesian Moment Matching based SAT Solver Heuristics
Haonan Duan · Saeed Nejati · George Trimponias · Pascal Poupart · Vijay Ganesh
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT)
Data preprocessing to mitigate bias: A maximum entropy based approach
L. Elisa Celis · Vijay Keswani · Nisheeth K. Vishnoi
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 07:00 PM -- 07:45 PM (PDT)
Neural Architecture Search in A Proxy Validation Loss Landscape
Yanxi Li · Minjing Dong · Yunhe Wang · Chang Xu
[ Slides
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT)
Identifying Statistical Bias in Dataset Replication
Logan Engstrom · Andrew Ilyas · Shibani Santurkar · Dimitris Tsipras · Jacob Steinhardt · Aleksander Madry
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT)
Moniqua: Modulo Quantized Communication in Decentralized SGD
Yucheng Lu · Christopher De Sa
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT)
Improved Communication Cost in Distributed PageRank Computation – A Theoretical Study
Siqiang Luo
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT)
Sub-linear Memory Sketches for Near Neighbor Search on Streaming Data
Benjamin Coleman · Richard Baraniuk · Anshumali Shrivastava
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT)
Combining Differentiable PDE Solvers and Graph Neural Networks for Fluid Flow Prediction
Filipe de Avila Belbute-Peres · Thomas Economon · Zico Kolter
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT) @ Virtual
Convolutional dictionary learning based auto-encoders for natural exponential-family distributions
Bahareh Tolooshams · Andrew Song · Simona Temereanca · Demba Ba
[ Slides
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT) @ Virtual
Second-Order Provable Defenses against Adversarial Attacks
Sahil Singla · Soheil Feizi
[ Slides
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT) @ Virtual
Consistent Estimators for Learning to Defer to an Expert
Hussein Mozannar · David Sontag
[ Slides
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT)
Efficient Intervention Design for Causal Discovery with Latents
Raghavendra Addanki · Shiva Kasiviswanathan · Andrew McGregor · Cameron Musco
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 07:00 PM -- 07:45 PM (PDT) @ Virtual
Median Matrix Completion: from Embarrassment to Optimality
Weidong Liu · Xiaojun Mao · Raymond K. W. Wong
[ Slides
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT)
Private Query Release Assisted by Public Data
Raef Bassily · Albert Cheu · Shay Moran · Aleksandar Nikolov · Jonathan Ullman · Steven Wu
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT)
Don't Waste Your Bits! Squeeze Activations and Gradients for Deep Neural Networks via TinyScript
Fangcheng Fu · Yuzheng Hu · Yihan He · Jiawei Jiang · Yingxia Shao · Ce Zhang · Bin Cui
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT)
Learning Structured Latent Factors from Dependent Data:A Generative Model Framework from Information-Theoretic Perspective
Ruixiang ZHANG · Masanori Koyama · Katsuhiko Ishiguro
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT)
Sequential Cooperative Bayesian Inference
Junqi Wang · Pei Wang · Patrick Shafto
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT) @ Virtual
Privately Learning Markov Random Fields
Huanyu Zhang · Gautam Kamath · Janardhan Kulkarni · Steven Wu
[ Slides
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 07:00 PM -- 07:45 PM (PDT) @ Virtual
VFlow: More Expressive Generative Flows with Variational Data Augmentation
Jianfei Chen · Cheng Lu · Biqi Chenli · Jun Zhu · Tian Tian
[ Slides
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT)
Reinforcement Learning for Integer Programming: Learning to Cut
Yunhao Tang · Shipra Agrawal · Yuri Faenza
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT)
InstaHide: Instance-hiding Schemes for Private Distributed Learning
Yangsibo Huang · Zhao Song · Kai Li · Sanjeev Arora
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT) @ Virtual
An Optimistic Perspective on Offline Deep Reinforcement Learning
Rishabh Agarwal · Dale Schuurmans · Mohammad Norouzi
[ Slides
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT)
On Validation and Planning of An Optimal Decision Rule with Application in Healthcare Studies
Hengrui Cai · Wenbin Lu · Rui Song
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT)
Causal Effect Identifiability under Partial-Observability
Sanghack Lee · Elias Bareinboim
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 07:00 PM -- 07:45 PM (PDT)
Best Arm Identification for Cascading Bandits in the Fixed Confidence Setting
Zixin Zhong · Wang Chi Cheung · Vincent Tan
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT)
On Learning Language-Invariant Representations for Universal Machine Translation
Han Zhao · Junjie Hu · Andrej Risteski
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT)
One Size Fits All: Can We Train One Denoiser for All Noise Levels?
Abhiram Gnanasambandam · Stanley Chan
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT) @ Virtual
Robust and Stable Black Box Explanations
Himabindu Lakkaraju · Nino Arsov · Osbert Bastani
[ Slides
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT) @ Virtual
The Differentiable Cross-Entropy Method
Brandon Amos · Denis Yarats
[ Slides
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT)
What can I do here? A Theory of Affordances in Reinforcement Learning
Khimya Khetarpal · Zafarali Ahmed · Gheorghe Comanici · David Abel · Doina Precup
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 08:00 PM -- 08:45 PM (PDT)
Progressive Graph Learning for Open-Set Domain Adaptation
Yadan Luo · Zijian Wang · Zi Huang · Mahsa Baktashmotlagh
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT)
Learning Quadratic Games on Networks
Yan Leng · Xiaowen Dong · Junfeng Wu · Alex `Sandy' Pentland
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT)
Dynamics of Deep Neural Networks and Neural Tangent Hierarchy
Jiaoyang Huang · Horng-Tzer Yau
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT)
Implicit Generative Modeling for Efficient Exploration
Neale Ratzlaff · Qinxun Bai · Fuxin Li · Wei Xu
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT) @ Virtual
Preference Modeling with Context-Dependent Salient Features
Amanda Bower · Laura Balzano
[ Slides
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT) @ Virtual
Optimal Bounds between f-Divergences and Integral Probability Metrics
Rohit Agrawal · Thibaut Horel
[ Slides
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 08:00 PM -- 08:45 PM (PDT)
An Accelerated DFO Algorithm for Finite-sum Convex Functions
Yuwen Chen · Antonio Orvieto · Aurelien Lucchi
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT) @ Virtual
Fair k-Centers via Maximum Matching
Matthew Jones · Huy Nguyen · Thy Nguyen
[ Slides
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT)
Finite-Time Last-Iterate Convergence for Multi-Agent Learning in Games
Darren Lin · Zhengyuan Zhou · Panayotis Mertikopoulos · Michael Jordan
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 07:00 PM -- 07:45 PM (PDT)
On Unbalanced Optimal Transport: An Analysis of Sinkhorn Algorithm
Khiem Pham · Khang Le · Nhat Ho · Tung Pham · Hung Bui
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT)
Stabilizing Transformers for Reinforcement Learning
Emilio Parisotto · Francis Song · Jack Rae · Razvan Pascanu · Caglar Gulcehre · Siddhant Jayakumar · Max Jaderberg · Raphael Lopez Kaufman · Aidan Clark · Seb Noury · Matthew Botvinick · Nicolas Heess · Raia Hadsell
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT) @ Virtual
Abstraction Mechanisms Predict Generalization in Deep Neural Networks
Alex Gain · Hava Siegelmann
[ Slides
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 07:00 PM -- 07:45 PM (PDT)
Channel Equilibrium Networks for Learning Deep Representation
Wenqi Shao · Shitao Tang · Xingang Pan · Ping Tan · Xiaogang Wang · Ping Luo
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 07:00 PM -- 07:45 PM (PDT)
Label-Noise Robust Domain Adaptation
Xiyu Yu · Tongliang Liu · Mingming Gong · Kun Zhang · Kayhan Batmanghelich · Dacheng Tao
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT)
Adversarial Risk via Optimal Transport and Optimal Couplings
Muni Sreenivas Pydi · Varun Jog
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT)
Robust Bayesian Classification Using An Optimistic Score Ratio
Viet Anh Nguyen · Nian Si · Jose Blanchet
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT)
On the Convergence of Nesterov's Accelerated Gradient Method in Stochastic Settings
Mahmoud Assran · Michael Rabbat
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 04:00 PM -- 04:45 PM (PDT)
Causal Modeling for Fairness In Dynamical Systems
Elliot Creager · David Madras · Toniann Pitassi · Richard Zemel
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 07:00 PM -- 07:45 PM (PDT)
Can Stochastic Zeroth-Order Frank-Wolfe Method Converge Faster for Non-Convex Problems?
Hongchang Gao · Heng Huang
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 07:00 PM -- 07:45 PM (PDT)
Complexity of Finding Stationary Points of Nonconvex Nonsmooth Functions
Jingzhao Zhang · Hongzhou Lin · Stefanie Jegelka · Suvrit Sra · Ali Jadbabaie
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 07:00 PM -- 07:45 PM (PDT)
Learning What to Defer for Maximum Independent Sets
Sungsoo Ahn · Younggyo Seo · Jinwoo Shin
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 07:00 PM -- 07:45 PM (PDT)
Operation-Aware Soft Channel Pruning using Differentiable Masks
Minsoo Kang · Bohyung Han