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Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1215
Model-based Reinforcement Learning for Confounded POMDPs
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #213
LLM and Simulation as Bilevel Optimizers: A New Paradigm to Advance Physical Scientific Discovery
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2702
Transformers are SSMs: Generalized Models and Efficient Algorithms Through Structured State Space Duality
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1117
Combinatorial Approximations for Cluster Deletion: Simpler, Faster, and Better
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #817
Balanced Data, Imbalanced Spectra: Unveiling Class Disparities with Spectral Imbalance
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #715
CodeIt: Self-Improving Language Models with Prioritized Hindsight Replay
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2201
Position: Why We Must Rethink Empirical Research in Machine Learning
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2008
HarmoDT: Harmony Multi-Task Decision Transformer for Offline Reinforcement Learning
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2713
Q-value Regularized Transformer for Offline Reinforcement Learning
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Spotlight Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2203
Locally Estimated Global Perturbations are Better than Local Perturbations for Federated Sharpness-aware Minimization
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2715
Fast Decision Boundary based Out-of-Distribution Detector
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #517
Diffuse, Sample, Project: Plug-And-Play Controllable Graph Generation
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1605
On the Asymptotic Distribution of the Minimum Empirical Risk
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2701
A Minimaximalist Approach to Reinforcement Learning from Human Feedback
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #603
Image Hijacks: Adversarial Images can Control Generative Models at Runtime
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1116
Measures of diversity and space-filling designs for categorical data
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1203
MusicRL: Aligning Music Generation to Human Preferences
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1204
Planning, Fast and Slow: Online Reinforcement Learning with Action-Free Offline Data via Multiscale Planners
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1202
Mollification Effects of Policy Gradient Methods
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2300
Extracting Training Data From Document-Based VQA Models
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2205
The Fundamental Limits of Least-Privilege Learning
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2310
Robust Universal Adversarial Perturbations
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2710
Early Time Classification with Accumulated Accuracy Gap Control
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #717
CogBench: a large language model walks into a psychology lab
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Spotlight Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #404
Simple linear attention language models balance the recall-throughput tradeoff
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1106
Principled Preferential Bayesian Optimization
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1301
Position: Evolving AI Collectives Enhance Human Diversity and Enable Self-Regulation
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2007
Mind the Boundary: Coreset Selection via Reconstructing the Decision Boundary
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2609
Simplicity Bias via Global Convergence of Sharpness Minimization
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2114
Neural-Kernel Conditional Mean Embeddings
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1100
Overestimation, Overfitting, and Plasticity in Actor-Critic: the Bitter Lesson of Reinforcement Learning
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #413
Improving Adversarial Energy-Based Model via Diffusion Process
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2717
A3S: A General Active Clustering Method with Pairwise Constraints
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #808
FrameQuant: Flexible Low-Bit Quantization for Transformers
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1113
Understanding Adam Optimizer via Online Learning of Updates: Adam is FTRL in Disguise
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #606
Position: Stop Making Unscientific AGI Performance Claims
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #911
VNN: Verification-Friendly Neural Networks with Hard Robustness Guarantees
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #416
On Mechanistic Knowledge Localization in Text-to-Image Generative Models
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2413
Monotone Individual Fairness
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2202
The Role of Learning Algorithms in Collective Action
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #802
Guiding LLMs The Right Way: Fast, Non-Invasive Constrained Generation
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #205
Position: Scaling Simulation is Neither Necessary Nor Sufficient for In-the-Wild Robot Manipulation
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1407
Random matrix theory improved Fréchet mean of symmetric positive definite matrices
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1017
Tackling Prevalent Conditions in Unsupervised Combinatorial Optimization: Cardinality, Minimum, Covering, and More
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2208
Differentially Private Bias-Term Fine-tuning of Foundation Models
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2304
AI Alignment with Changing and Influenceable Reward Functions
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1804
Online Learning under Budget and ROI Constraints via Weak Adaptivity
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #707
MAGDi: Structured Distillation of Multi-Agent Interaction Graphs Improves Reasoning in Smaller Language Models
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2401
Performative Prediction with Bandit Feedback: Learning through Reparameterization
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #301
Self-Attention through Kernel-Eigen Pair Sparse Variational Gaussian Processes
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Spotlight Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #102
DRCT: Diffusion Reconstruction Contrastive Training towards Universal Detection of Diffusion Generated Images
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2312
Compact Optimality Verification for Optimization Proxies
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2614
What Can Transformer Learn with Varying Depth? Case Studies on Sequence Learning Tasks
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #807
PICLe: Eliciting Diverse Behaviors from Large Language Models with Persona In-Context Learning
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1413
A connection between Tempering and Entropic Mirror Descent
Spotlight Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1016
Dynamic Correlation Clustering in Sublinear Update Time
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #100
Statistical Inference Under Constrained Selection Bias
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2215
Conformal Prediction Sets Improve Human Decision Making
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #210
A decoder-only foundation model for time-series forecasting
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1101
Geometric Active Exploration in Markov Decision Processes: the Benefit of Abstraction
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #812
Learning Cognitive Maps from Transformer Representations for Efficient Planning in Partially Observed Environments
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2711
Double Stochasticity Gazes Faster: Snap-Shot Decentralized Stochastic Gradient Tracking Methods
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Spotlight Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1011
Learning-Rate-Free Stochastic Optimization over Riemannian Manifolds
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #209
MF-CLR: Multi-Frequency Contrastive Learning Representation for Time Series
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #511
Equivariant Frames and the Impossibility of Continuous Canonicalization
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2716
Scalable Pre-training of Large Autoregressive Image Models
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1317
INViT: A Generalizable Routing Problem Solver with Invariant Nested View Transformer
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1311
Stop Regressing: Training Value Functions via Classification for Scalable Deep RL
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #115
UniCorn: A Unified Contrastive Learning Approach for Multi-view Molecular Representation Learning
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1503
Hyperbolic Active Learning for Semantic Segmentation under Domain Shift
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2405
Interpretability Illusions in the Generalization of Simplified Models
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2109
Erasing the Bias: Fine-Tuning Foundation Models for Semi-Supervised Learning
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2000
Causal Customer Churn Analysis with Low-rank Tensor Block Hazard Model
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1802
Projection-Free Online Convex Optimization with Time-Varying Constraints
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1704
Agnostic Learning of Mixed Linear Regressions with EM and AM Algorithms
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #711
AST-T5: Structure-Aware Pretraining for Code Generation and Understanding
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2417
AI Control: Improving Safety Despite Intentional Subversion
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #601
Automated Evaluation of Retrieval-Augmented Language Models with Task-Specific Exam Generation
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #305
Wasserstein Wormhole: Scalable Optimal Transport Distance with Transformer
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2603
LoRA+: Efficient Low Rank Adaptation of Large Models
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1104
Riemannian Accelerated Zeroth-order Algorithm: Improved Robustness and Lower Query Complexity
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2116
Ambiguity-Aware Abductive Learning
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1806
Randomized Confidence Bounds for Stochastic Partial Monitoring
Spotlight Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1406
Estimating Unknown Population Sizes Using the Hypergeometric Distribution
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #709
Decoding Compressed Trust: Scrutinizing the Trustworthiness of Efficient LLMs Under Compression
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1907
A Primal-Dual Algorithm for Offline Constrained Reinforcement Learning with Linear MDPs
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1206
An Information Theoretic Approach to Interaction-Grounded Learning
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2105
Pseudo-Calibration: Improving Predictive Uncertainty Estimation in Unsupervised Domain Adaptation
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Spotlight Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1009
CLIF: Complementary Leaky Integrate-and-Fire Neuron for Spiking Neural Networks
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #501
MLAgentBench: Evaluating Language Agents on Machine Learning Experimentation
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #314
An Embodied Generalist Agent in 3D World
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1801
Nash Incentive-compatible Online Mechanism Learning via Weakly Differentially Private Online Learning
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Spotlight Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #104
Discrete Latent Perspective Learning for Segmentation and Detection
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2200
On the Origins of Linear Representations in Large Language Models
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1103
Federated Optimization with Doubly Regularized Drift Correction
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1109
Projection-Free Variance Reduction Methods for Stochastic Constrained Multi-Level Compositional Optimization
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1005
Experts Don't Cheat: Learning What You Don't Know By Predicting Pairs
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2209
Beyond the Calibration Point: Mechanism Comparison in Differential Privacy
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2512
Certifiably Byzantine-Robust Federated Conformal Prediction
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2305
Progressive Inference: Explaining Decoder-Only Sequence Classification Models Using Intermediate Predictions
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #317
Breaking through the learning plateaus of in-context learning in Transformer
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2001
Off-policy Evaluation Beyond Overlap: Sharp Partial Identification Under Smoothness
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1108
Demystifying SGD with Doubly Stochastic Gradients
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #311
Discovering Features with Synergistic Interactions in Multiple Views
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1305
A Unified Linear Programming Framework for Offline Reward Learning from Human Demonstrations and Feedback
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1501
Universal Consistency of Wide and Deep ReLU Neural Networks and Minimax Optimal Convergence Rates for Kolmogorov-Donoho Optimal Function Classes
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #604
CLLMs: Consistency Large Language Models
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1200
PcLast: Discovering Plannable Continuous Latent States
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1507
Sobolev Space Regularised Pre Density Models
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2207
Mean Estimation in the Add-Remove Model of Differential Privacy
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1908
Run-Time Task Composition with Safety Semantics
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1414
Improving Gradient-Guided Nested Sampling for Posterior Inference
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1506
Winner-takes-all learners are geometry-aware conditional density estimators
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1115
Convergence and Complexity Guarantee for Inexact First-order Riemannian Optimization Algorithms
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2605
DetKDS: Knowledge Distillation Search for Object Detectors
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #610
Evolving Subnetwork Training for Large Language Models
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #704
ExCP: Extreme LLM Checkpoint Compression via Weight-Momentum Joint Shrinking
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2108
Positive and Unlabeled Learning with Controlled Probability Boundary Fence
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2507
Promises and Pitfalls of Generative Masked Language Modeling: Theoretical Framework and Practical Guidelines
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1705
Is Temperature Sample Efficient for Softmax Gaussian Mixture of Experts?
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2213
PID: Prompt-Independent Data Protection Against Latent Diffusion Models
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #109
Compress Clean Signal from Noisy Raw Image: A Self-Supervised Approach
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1312
VQDNA: Unleashing the Power of Vector Quantization for Multi-Species Genomic Sequence Modeling
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #200
$\bf{\Phi}_\textrm{Flow}$: Differentiable Simulations for PyTorch, TensorFlow and Jax
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1604
Algorithmic Stability Unleashed: Generalization Bounds with Unbounded Losses
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #815
Graph Geometry-Preserving Autoencoders
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #515
Layer-Aware Analysis of Catastrophic Overfitting: Revealing the Pseudo-Robust Shortcut Dependency
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2704
Graph Neural Stochastic Diffusion for Estimating Uncertainty in Node Classification
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #810
Lie Neurons: Adjoint-Equivariant Neural Networks for Semisimple Lie Algebras
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1114
Zeroth-Order Methods for Constrained Nonconvex Nonsmooth Stochastic Optimization
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #105
ESNet: Evolution and Succession Network for High-Resolution Salient Object Detection
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #915
The Pitfalls and Promise of Conformal Inference Under Adversarial Attacks
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #617
Reason for Future, Act for Now: A Principled Architecture for Autonomous LLM Agents
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #401
Short-Long Convolutions Help Hardware-Efficient Linear Attention to Focus on Long Sequences
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2411
Attention Meets Post-hoc Interpretability: A Mathematical Perspective
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1606
Characterizing Overfitting in Kernel Ridgeless Regression Through the Eigenspectrum
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #207
CATS: Enhancing Multivariate Time Series Forecasting by Constructing Auxiliary Time Series as Exogenous Variables
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1707
Unveiling the Cycloid Trajectory of EM Iterations in Mixed Linear Regression
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #811
SCoRe: Submodular Combinatorial Representation Learning
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1703
$H$-Consistency Guarantees for Regression
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #903
Keep the Momentum: Conservation Laws beyond Euclidean Gradient Flows
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2406
On the Tractability of SHAP Explanations under Markovian Distributions
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2204
Delving into Differentially Private Transformer
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #308
Deep Fusion: Efficient Network Training via Pre-trained Initializations
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2708
IM-3D: Iterative Multiview Diffusion and Reconstruction for High-Quality 3D Generation
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1504
O$n$ Learning Deep O($n$)-Equivariant Hyperspheres
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2301
TERD: A Unified Framework for Safeguarding Diffusion Models Against Backdoors
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #805
Language Models with Conformal Factuality Guarantees
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #814
Causal Representation Learning Made Identifiable by Grouping of Observational Variables
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #202
Using Uncertainty Quantification to Characterize and Improve Out-of-Domain Learning for PDEs
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2610
BAGEL: Bootstrapping Agents by Guiding Exploration with Language
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Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1800
Factored-Reward Bandits with Intermediate Observations
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Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1600
How Transformers Learn Causal Structure with Gradient Descent
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1706
Understanding the Impact of Introducing Constraints at Inference Time on Generalization Error
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1308
In value-based deep reinforcement learning, a pruned network is a good network
Spotlight Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #702
Self-Alignment of Large Language Models via Monopolylogue-based Social Scene Simulation
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2402
SignSGD with Federated Defense: Harnessing Adversarial Attacks through Gradient Sign Decoding
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #900
State-Free Inference of State-Space Models: The *Transfer Function* Approach
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #600
Prompting a Pretrained Transformer Can Be a Universal Approximator
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1302
Detecting Influence Structures in Multi-Agent Reinforcement Learning
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2505
Compute Better Spent: Replacing Dense Layers with Structured Matrices
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2404
Dissecting Multimodality in VideoQA Transformer Models by Impairing Modality Fusion
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2317
Fair Federated Learning via the Proportional Veto Core
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1214
Optimal Batched Linear Bandits
[
Slides]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #303
Plug-and-Play image restoration with Stochastic deNOising REgularization
Spotlight Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #106
Position: Mission Critical – Satellite Data is a Distinct Modality in Machine Learning
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #211
Modelling Microbial Communities with Graph Neural Networks
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #215
Predictive Coding beyond Correlations
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1700
Online Learning with Bounded Recall
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #614
Algorithm of Thoughts: Enhancing Exploration of Ideas in Large Language Models
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2714
Prompting is a Double-Edged Sword: Improving Worst-Group Robustness of Foundation Models
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2407
A Multimodal Automated Interpretability Agent
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2612
Position: Do pretrained Transformers Learn In-Context by Gradient Descent?
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2112
Long-Tail Learning with Foundation Model: Heavy Fine-Tuning Hurts
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2306
Deletion-Anticipative Data Selection with a Limited Budget
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1309
In-Context Reinforcement Learning for Variable Action Spaces
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1303
Multi-Agent Reinforcement Learning with Hierarchical Coordination for Emergency Responder Stationing
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1411
Connecting the Dots: Is Mode-Connectedness the Key to Feasible Sample-Based Inference in Bayesian Neural Networks?
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1105
Position: Leverage Foundational Models for Black-Box Optimization
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1403
Reinforcement Learning from Reachability Specifications: PAC Guarantees with Expected Conditional Distance
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1107
Posterior Sampling-Based Bayesian Optimization with Tighter Bayesian Regret Bounds
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2800
Deciphering RNA Secondary Structure Prediction: A Probabilistic K-Rook Matching Perspective
[
Poster]
Spotlight Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #304
Memorization Through the Lens of Curvature of Loss Function Around Samples
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #111
Improving Antibody Humanness Prediction using Patent Data
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #415
Feedback Efficient Online Fine-Tuning of Diffusion Models
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #405
Algorithm and Hardness for Dynamic Attention Maintenance in Large Language Models
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #902
When Representations Align: Universality in Representation Learning Dynamics
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1404
To the Max: Reinventing Reward in Reinforcement Learning
[
Poster]
Spotlight Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1014
Convergence of Some Convex Message Passing Algorithms to a Fixed Point
[
Poster]
Spotlight Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #307
Beyond Implicit Bias: The Insignificance of SGD Noise in Online Learning
[
Slides]
Spotlight Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #316
Revisiting the Power of Prompt for Visual Tuning
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1304
Imitation Learning from Purified Demonstrations
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #801
MEMORYLLM: Towards Self-Updatable Large Language Models
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1401
Highway Value Iteration Networks
[
Slides]
Spotlight Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #602
Bridging Data Gaps in Diffusion Models with Adversarial Noise-Based Transfer Learning
[
Slides]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2607
How to Trace Latent Generative Model Generated Images without Artificial Watermark?
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2613
Generalization Analysis of Stochastic Weight Averaging with General Sampling
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #406
Transformers Provably Learn Sparse Token Selection While Fully-Connected Nets Cannot
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #916
Exploring Intrinsic Dimension for Vision-Language Model Pruning
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1412
Exact Soft Analytical Side-Channel Attacks using Tractable Circuits
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2502
Learning Pseudo-Contractive Denoisers for Inverse Problems
[
Poster]
Spotlight Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1006
Extending Test-Time Augmentation with Metamorphic Relations for Combinatorial Problems
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2408
Manifold Integrated Gradients: Riemannian Geometry for Feature Attribution
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1217
Contrastive Representation for Data Filtering in Cross-Domain Offline Reinforcement Learning
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2111
Diffusion-based Missing-view Generation With the Application on Incomplete Multi-view Clustering
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1003
Stability-Informed Initialization of Neural Ordinary Differential Equations
[
Poster]
Spotlight Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2315
DISCRET: Synthesizing Faithful Explanations For Treatment Effect Estimation
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #112
Surface-VQMAE: Vector-quantized Masked Auto-encoders on Molecular Surfaces
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #107
Q-Align: Teaching LMMs for Visual Scoring via Discrete Text-Defined Levels
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2302
Intersecting-Boundary-Sensitive Fingerprinting for Tampering Detection of DNN Models
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #110
See More Details: Efficient Image Super-Resolution by Experts Mining
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1211
Provably Efficient Reinforcement Learning for Adversarial Restless Multi-Armed Bandits with Unknown Transitions and Bandit Feedback
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2416
Intersectional Unfairness Discovery
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #203
Equivariant Graph Neural Operator for Modeling 3D Dynamics
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1111
Non-clairvoyant Scheduling with Partial Predictions
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2102
Meta-Reinforcement Learning Robust to Distributional Shift Via Performing Lifelong In-Context Learning
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #800
Soft Prompt Recovers Compressed LLMs, Transferably
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1210
Robust Inverse Constrained Reinforcement Learning under Model Misspecification
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2604
Learning 1-Bit Tiny Object Detector with Discriminative Feature Refinement
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2508
A Space Group Symmetry Informed Network for O(3) Equivariant Crystal Tensor Prediction
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2501
Retrieval Across Any Domains via Large-scale Pre-trained Model
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1900
Reducing Balancing Error for Causal Inference via Optimal Transport
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #414
Guidance with Spherical Gaussian Constraint for Conditional Diffusion
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2602
SAM as the Guide: Mastering Pseudo-Label Refinement in Semi-Supervised Referring Expression Segmentation
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #716
Rewards-in-Context: Multi-objective Alignment of Foundation Models with Dynamic Preference Adjustment
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2608
Explain Temporal Black-Box Models via Functional Decomposition
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2006
Socialized Learning: Making Each Other Better Through Multi-Agent Collaboration
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #615
MM-Vet: Evaluating Large Multimodal Models for Integrated Capabilities
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #706
Language Models are Super Mario: Absorbing Abilities from Homologous Models as a Free Lunch
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #912
Not Just Pretty Pictures: Toward Interventional Data Augmentation Using Text-to-Image Generators
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2700
DiffAug: Enhance Unsupervised Contrastive Learning with Domain-Knowledge-Free Diffusion-based Data Augmentation
[
Slides]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #500
Token-level Direct Preference Optimization
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #206
Learning Reward for Robot Skills Using Large Language Models via Self-Alignment
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1102
LQER: Low-Rank Quantization Error Reconstruction for LLMs
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1502
Understanding Unimodal Bias in Multimodal Deep Linear Networks
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1207
Tackling Non-Stationarity in Reinforcement Learning via Causal-Origin Representation
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #101
Multi-Factor Adaptive Vision Selection for Egocentric Video Question Answering
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1201
Uncertainty-Aware Reward-Free Exploration with General Function Approximation
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #608
Accelerating Iterative Retrieval-augmented Language Model Serving with Speculation
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #910
Rethinking Adversarial Robustness in the Context of the Right to be Forgotten
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #806
On Prompt-Driven Safeguarding for Large Language Models
[
Poster]
Spotlight Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #103
ERQ: Error Reduction for Post-Training Quantization of Vision Transformers
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1208
ArCHer: Training Language Model Agents via Hierarchical Multi-Turn RL
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2611
Iterative Data Smoothing: Mitigating Reward Overfitting and Overoptimization in RLHF
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1008
Towards Efficient Spiking Transformer: a Token Sparsification Framework for Training and Inference Acceleration
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2212
Differentially Private Sum-Product Networks
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #516
DiracDiffusion: Denoising and Incremental Reconstruction with Assured Data-Consistency
[
Poster]
Spotlight Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1405
A Distributional Analogue to the Successor Representation
[
Poster]
Spotlight Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2309
A Theoretical Analysis of Backdoor Poisoning Attacks in Convolutional Neural Networks
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1012
Understanding the Training Speedup from Sampling with Approximate Losses
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #506
What Improves the Generalization of Graph Transformers? A Theoretical Dive into the Self-attention and Positional Encoding
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1601
Learning High-Frequency Functions Made Easy with Sinusoidal Positional Encoding
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2214
PerceptAnon: Exploring the Human Perception of Image Anonymization Beyond Pseudonymization for GDPR
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #514
Theory of Consistency Diffusion Models: Distribution Estimation Meets Fast Sampling
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #914
Tilt your Head: Activating the Hidden Spatial-Invariance of Classifiers
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2514
On the Calibration of Human Pose Estimation
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #408
The Surprising Effectiveness of Skip-Tuning in Diffusion Sampling
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #905
On the Weight Dynamics of Deep Normalized Networks
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1901
Jacobian Regularizer-based Neural Granger Causality
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1001
Premise Order Matters in Reasoning with Large Language Models
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #505
PAC-Bayesian Generalization Bounds for Knowledge Graph Representation Learning
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1213
Sequential Asynchronous Action Coordination in Multi-Agent Systems: A Stackelberg Decision Transformer Approach
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2705
Understanding Heterophily for Graph Neural Networks
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #212
Speech Self-Supervised Learning Using Diffusion Model Synthetic Data
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #204
3D-VLA: A 3D Vision-Language-Action Generative World Model
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #409
Compositional Image Decomposition with Diffusion Models
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #407
Memory Efficient Neural Processes via Constant Memory Attention Block
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2206
Trained Random Forests Completely Reveal your Dataset
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2706
Flora: Low-Rank Adapters Are Secretly Gradient Compressors
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2217
How do Large Language Models Navigate Conflicts between Honesty and Helpfulness?
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1408
A Computational Framework for Solving Wasserstein Lagrangian Flows
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2515
Large Scale Dataset Distillation with Domain Shift
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #816
Harmony in Diversity: Merging Neural Networks with Canonical Correlation Analysis
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #208
Learning Optimal Projection for Forecast Reconciliation of Hierarchical Time Series
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #607
NExT: Teaching Large Language Models to Reason about Code Execution
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #313
Harnessing Hierarchical Label Distribution Variations in Test Agnostic Long-tail Recognition
[
Poster]
Spotlight Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2516
Position: Intent-aligned AI Systems Must Optimize for Agency Preservation
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #609
Evaluating Quantized Large Language Models
[
Slides]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2703
Flexible Residual Binarization for Image Super-Resolution
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1902
Causal Effect Identification in LiNGAM Models with Latent Confounders
[
Poster]
Spotlight Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #400
Transformers, parallel computation, and logarithmic depth
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #906
Sliding Down the Stairs: How Correlated Latent Variables Accelerate Learning with Neural Networks
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2113
Implicit Representations for Constrained Image Segmentation
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1708
Generalization Analysis for Multi-Label Learning
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #411
GenCO: Generating Diverse Designs with Combinatorial Constraints
Spotlight Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #703
TravelPlanner: A Benchmark for Real-World Planning with Language Agents
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2600
Training-Free Long-Context Scaling of Large Language Models
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2409
MD tree: a model-diagnostic tree grown on loss landscape
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1702
Characterizing ResNet's Universal Approximation Capability
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #712
SciBench: Evaluating College-Level Scientific Problem-Solving Abilities of Large Language Models
[
Poster]
Spotlight Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1310
Craftax: A Lightning-Fast Benchmark for Open-Ended Reinforcement Learning
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1400
A Bayesian Approach to Online Planning
[
Poster]
Spotlight Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2410
Local vs. Global Interpretability: A Computational Complexity Perspective
[
Slides]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1205
Efficient Value Iteration for s-rectangular Robust Markov Decision Processes
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2107
Federated Combinatorial Multi-Agent Multi-Armed Bandits
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #917
xT: Nested Tokenization for Larger Context in Large Images
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1415
Iterated Denoising Energy Matching for Sampling from Boltzmann Densities
[
Poster]
Spotlight Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1015
Optimal Acceleration for Minimax and Fixed-Point Problems is Not Unique
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1110
Mean-field Underdamped Langevin Dynamics and its Spacetime Discretization
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #605
Flextron: Many-in-One Flexible Large Language Model
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #616
Exact Conversion of In-Context Learning to Model Weights in Linearized-Attention Transformers
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2103
Towards the Theory of Unsupervised Federated Learning: Non-asymptotic Analysis of Federated EM Algorithms
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1314
SAPG: Split and Aggregate Policy Gradients
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1417
Multi-Fidelity Residual Neural Processes for Scalable Surrogate Modeling
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2117
Operator SVD with Neural Networks via Nested Low-Rank Approximation
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2707
Offline Actor-Critic Reinforcement Learning Scales to Large Models
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2002
Meta-Learners for Partially-Identified Treatment Effects Across Multiple Environments
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #509
Uncertainty for Active Learning on Graphs
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1805
Finite Time Logarithmic Regret Bounds for Self-Tuning Regulation
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2106
Non-parametric Online Change Point Detection on Riemannian Manifolds
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1002
Balanced Resonate-and-Fire Neurons
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #412
A Simple Early Exiting Framework for Accelerated Sampling in Diffusion Models
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #508
Cooperative Graph Neural Networks
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #310
Latent Space Symmetry Discovery
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2504
Bespoke Non-Stationary Solvers for Fast Sampling of Diffusion and Flow Models
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2307
Stability and Multigroup Fairness in Ranking with Uncertain Predictions
[
Poster]
Spotlight Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2509
A Geometric Decomposition of Finite Games: Convergence vs. Recurrence under Exponential Weights
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #710
In-context Vectors: Making In Context Learning More Effective and Controllable Through Latent Space Steering
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #503
Comparing Graph Transformers via Positional Encodings
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #809
ETHER: Efficient Finetuning of Large-Scale Models with Hyperplane Reflections
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Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1905
Reweighted Solutions for Weighted Low Rank Approximation
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #803
GPT-4V(ision) is a Generalist Web Agent, if Grounded
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #512
Editing Partially Observable Networks via Graph Diffusion Models
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #713
Few-Shot Character Understanding in Movies as an Assessment to Meta-Learning of Theory-of-Mind
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2316
Augmenting Decision with Hypothesis in Reinforcement Learning
[
Poster]
Spotlight Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2210
PriorBoost: An Adaptive Algorithm for Learning from Aggregate Responses
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2400
TimeX++: Learning Time-Series Explanations with Information Bottleneck
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #804
Larimar: Large Language Models with Episodic Memory Control
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #117
Position: Data-driven Discovery with Large Generative Models
[
Slides]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #502
Position: Future Directions in the Theory of Graph Machine Learning
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1608
No Double Descent in Principal Component Regression: A High-Dimensional Analysis
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #216
AutoOS: Make Your OS More Powerful by Exploiting Large Language Models
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1808
Performance Bounds for Active Binary Testing with Information Maximization
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1007
Towards Causal Foundation Model: on Duality between Optimal Balancing and Attention
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #201
Towards a Self-contained Data-driven Global Weather Forecasting Framework
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #612
To Each (Textual Sequence) Its Own: Improving Memorized-Data Unlearning in Large Language Models
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2414
MaxMin-RLHF: Alignment with Diverse Human Preferences
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #507
Learning Divergence Fields for Shift-Robust Graph Representations
[
Slides]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #403
Self-attention Networks Localize When QK-eigenspectrum Concentrates
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1903
Effect-Invariant Mechanisms for Policy Generalization
[
JMLR]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #813
Bottleneck-Minimal Indexing for Generative Document Retrieval
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1212
Model-based Reinforcement Learning for Parameterized Action Spaces
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #315
Indirectly Parameterized Concrete Autoencoders
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #913
BECoTTA: Input-dependent Online Blending of Experts for Continual Test-time Adaptation
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1416
Sampling in Unit Time with Kernel Fisher-Rao Flow
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2616
Outlier Weighed Layerwise Sparsity (OWL): A Missing Secret Sauce for Pruning LLMs to High Sparsity
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2403
Hidden Traveling Waves bind Working Memory Variables in Recurrent Neural Networks
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2601
Disentangled 3D Scene Generation with Layout Learning
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1313
Quality-Diversity with Limited Resources
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1000
Hierarchical State Space Models for Continuous Sequence-to-Sequence Modeling
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2517
Position: Fundamental Limitations of LLM Censorship Necessitate New Approaches
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2412
Remembering to Be Fair: Non-Markovian Fairness in Sequential Decision Making
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2308
Stealing part of a production language model
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #510
Graph2Tac: Online Representation Learning of Formal Math Concepts
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2503
Detecting and Identifying Selection Structure in Sequential Data
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1209
Policy-conditioned Environment Models are More Generalizable
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2003
Interplay of ROC and Precision-Recall AUCs: Theoretical Limits and Practical Implications in Binary Classification
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1300
FuRL: Visual-Language Models as Fuzzy Rewards for Reinforcement Learning
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #417
Nearest Neighbour Score Estimators for Diffusion Generative Models
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1010
No Wrong Turns: The Simple Geometry Of Neural Networks Optimization Paths
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2500
Orthogonal Bootstrap: Efficient Simulation of Input Uncertainty
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #705
Characterizing Large Language Model Geometry Helps Solve Toxicity Detection and Generation
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #611
Modeling Language Tokens as Functionals of Semantic Fields
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2303
Score-Based Causal Discovery of Latent Variable Causal Models
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #613
Benchmarking and Building Long-Context Retrieval Models with LoCo and M2-BERT
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2615
Two Fists, One Heart: Multi-Objective Optimization Based Strategy Fusion for Long-tailed Learning
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #714
Linear Alignment: A Closed-form Solution for Aligning Human Preferences without Tuning and Feedback
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #114
A Sober Look at LLMs for Material Discovery: Are They Actually Good for Bayesian Optimization Over Molecules?
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #1307
Rate-Optimal Policy Optimization for Linear Markov Decision Processes
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #108
Visual-Text Cross Alignment: Refining the Similarity Score in Vision-Language Models
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2311
Structure Your Data: Towards Semantic Graph Counterfactuals
[
Poster]
Poster
Wed Jul 24 04:30 AM -- 06:00 AM (PDT) @ Hall C 4-9 #2313
Robust Yet Efficient Conformal Prediction Sets
[
Poster]