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Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5601
Learning Social Welfare Functions
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OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7004
Efficient Large Multi-modal Models via Visual Context Compression
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OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5508
Reproducibility Study Of Learning Fair Graph Representations Via Automated Data Augmentations
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Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6106
Efficient Federated Learning against Heterogeneous and Non-stationary Client Unavailability
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OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5705
A Universal Growth Rate for Learning with Smooth Surrogate Losses
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OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6204
Disentangling Linear Quadratic Control with Untrusted ML Predictions
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Poster]
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OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6405
A Simple Framework for Generalization in Visual RL under Dynamic Scene Perturbations
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OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7201
Replicable Uniformity Testing
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OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7104
LeDex: Training LLMs to Better Self-Debug and Explain Code
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OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6110
Efficient Combinatorial Optimization via Heat Diffusion
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OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5009
Kuro Siwo: 33 billion $m^2$ under the water. A global multi-temporal satellite dataset for rapid flood mapping
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5109
HourVideo: 1-Hour Video-Language Understanding
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5108
WikiDO: Evaluating Out-of-Distribution Generalization of Vision-Language Models in Cross-Modal Retrieval
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Slides]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5105
SciFIBench: Benchmarking Large Multimodal Models for Scientific Figure Interpretation
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5200
A survey and benchmark of high-dimensional Bayesian optimization of discrete sequences
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Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5205
MultiOrg: A Multi-rater Organoid-detection Dataset
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Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5206
EHRNoteQA: An LLM Benchmark for Real-World Clinical Practice Using Discharge Summaries
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Poster]
Spotlight Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5211
IMDL-BenCo: A Comprehensive Benchmark and Codebase for Image Manipulation Detection & Localization
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Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5311
FedLLM-Bench: Realistic Benchmarks for Federated Learning of Large Language Models
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5305
Easy2Hard-Bench: Standardized Difficulty Labels for Profiling LLM Performance and Generalization
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Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5302
VRSBench: A Versatile Vision-Language Benchmark Dataset for Remote Sensing Image Understanding
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Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5301
AgentGym: A Dynamic Environment to Evaluate Attacks and Defenses for LLM Agents
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5300
RedCode: Multi-dimensional Safety Benchmark for Code Agents
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5402
Towards Heterogeneous Long-tailed Learning: Benchmarking, Metrics, and Toolbox
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Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5404
PowerGraph: A power grid benchmark dataset for graph neural networks
Spotlight Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5405
WhodunitBench: Evaluating Large Multimodal Agents via Murder Mystery Games
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Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5408
Benchmarking Out-of-Distribution Generalization and Adaptation for Electromyography
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5410
kGym: A Platform and Dataset to Benchmark Large Language Models on Linux Kernel Crash Resolution
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6903
Fixed points of nonnegative neural networks
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JMLR]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7000
EffiBench: Benchmarking the Efficiency of Automatically Generated Code
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5406
UAV3D: A Large-scale 3D Perception Benchmark for Unmanned Aerial Vehicles
Spotlight Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5400
The FineWeb Datasets: Decanting the Web for the Finest Text Data at Scale
Spotlight Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5310
Value Imprint: A Technique for Auditing the Human Values Embedded in RLHF Datasets
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5407
Do Multimodal Foundation Models Understand Enterprise Workflows? A Benchmark for Business Process Management Tasks
Oral Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5210
LINGOLY: A Benchmark of Olympiad-Level Linguistic Reasoning Puzzles in Low Resource and Extinct Languages
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5208
EyeGraph: Modularity-aware Spatio Temporal Graph Clustering for Continuous Event-based Eye Tracking
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5207
Quantifying the Bitter Lesson: How Safety Benchmarks Measure Capabilities Instead of Safety
Spotlight Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5107
GeoLife: Spacial Plant Species Prediction Dataset
Oral Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5110
CVQA: Culturally-diverse Multilingual Visual Question Answering Benchmark
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Spotlight Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5308
BetterBench: Assessing AI Benchmarks, Uncovering Issues, and Establishing Best Practices
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6703
Universality in Transfer Learning for Linear Models
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OpenReview]
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Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6705
Gated Inference Network: Inference and Learning State-Space Models
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OpenReview]
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Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6210
ReLIZO: Sample Reusable Linear Interpolation-based Zeroth-order Optimization
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OpenReview]
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Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5509
GTBench: Uncovering the Strategic Reasoning Capabilities of LLMs via Game-Theoretic Evaluations
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Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5800
Predicting Ground State Properties: Constant Sample Complexity and Deep Learning Algorithms
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OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6905
Diffusion-based Curriculum Reinforcement Learning
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OpenReview]
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Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5909
Universal Online Convex Optimization with $1$ Projection per Round
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OpenReview]
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Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6109
Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization
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OpenReview]
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Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5007
Discovery of the Hidden World with Large Language Models
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OpenReview]
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Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5507
The Fragility of Fairness: Causal Sensitivity Analysis for Fair Machine Learning
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7207
BendVLM: Test-Time Debiasing of Vision-Language Embeddings
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OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5702
Transformation-Invariant Learning and Theoretical Guarantees for OOD Generalization
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OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6008
Universality of AdaGrad Stepsizes for Stochastic Optimization: Inexact Oracle, Acceleration and Variance Reduction
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OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6504
Learning Successor Features the Simple Way
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OpenReview]
Spotlight Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7205
CLIPLoss and Norm-Based Data Selection Methods for Multimodal Contrastive Learning
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OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7204
Persistence Homology Distillation for Semi-supervised Continual Learning
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Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5502
Wasserstein Distributionally Robust Optimization through the Lens of Structural Causal Models and Individual Fairness
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Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6700
Efficient Discrepancy Testing for Learning with Distribution Shift
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OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6200
Understanding Representation of Deep Equilibrium Models from Neural Collapse Perspective
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OpenReview]
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Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6402
Is Value Learning Really the Main Bottleneck in Offline RL?
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OpenReview]
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Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6810
Constrained Binary Decision Making
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OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7203
Calibrated Self-Rewarding Vision Language Models
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OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6001
Semi-Discrete Optimal Transport: Nearly Minimax Estimation With Stochastic Gradient Descent and Adaptive Entropic Regularization
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OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6706
Text-Aware Diffusion for Policy Learning
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OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5006
Interventional Causal Discovery in a Mixture of DAGs
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OpenReview]
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Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6505
Diffusion Actor-Critic with Entropy Regulator
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Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5910
Adaptive Passive-Aggressive Framework for Online Regression with Side Information
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Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5703
Stochastic Zeroth-Order Optimization under Strongly Convexity and Lipschitz Hessian: Minimax Sample Complexity
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OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6302
Public-data Assisted Private Stochastic Optimization: Power and Limitations
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OpenReview]
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Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6303
Attack-Aware Noise Calibration for Differential Privacy
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OpenReview]
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Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6304
Certified Machine Unlearning via Noisy Stochastic Gradient Descent
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OpenReview]
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Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5706
Least Squares Regression Can Exhibit Under-Parameterized Double Descent
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OpenReview]
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Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5911
Mixture of Experts Meets Prompt-Based Continual Learning
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Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5707
Only Strict Saddles in the Energy Landscape of Predictive Coding Networks?
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Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6011
Discretely beyond $1/e$: Guided Combinatorial Algortihms for Submodular Maximization
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OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6400
Abstract Reward Processes: Leveraging State Abstraction for Consistent Off-Policy Evaluation
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OpenReview]
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Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6702
One-to-Multiple: A Progressive Style Transfer Unsupervised Domain-Adaptive Framework for Kidney Tumor Segmentation
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OpenReview]
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Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6908
A Unified Principle of Pessimism for Offline Reinforcement Learning under Model Mismatch
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OpenReview]
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Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6708
Sequential Decision Making with Expert Demonstrations under Unobserved Heterogeneity
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OpenReview]
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Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6100
Self-Labeling the Job Shop Scheduling Problem
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OpenReview]
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Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7106
VeLoRA: Memory Efficient Training using Rank-1 Sub-Token Projections
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OpenReview]
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Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6010
Learning Cut Generating Functions for Integer Programming
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Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5503
Mind the Gap: A Causal Perspective on Bias Amplification in Prediction & Decision-Making
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OpenReview]
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Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5810
Improved Regret for Bandit Convex Optimization with Delayed Feedback
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OpenReview]
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Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5809
Bandits with Ranking Feedback
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OpenReview]
Spotlight Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6710
NeoRL: Efficient Exploration for Nonepisodic RL
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Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6610
Oracle-Efficient Reinforcement Learning for Max Value Ensembles
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Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6507
Adversarially Robust Decision Transformer
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Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6103
Pipeline Parallelism with Controllable Memory
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Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5504
FairWire: Fair Graph Generation
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OpenReview]
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Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6508
Diffusion-based Reinforcement Learning via Q-weighted Variational Policy Optimization
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OpenReview]
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Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5806
Dealing with Synthetic Data Contamination in Online Continual Learning
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OpenReview]
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Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6909
Trajectory Data Suffices for Statistically Efficient Learning in Offline RL with Linear $q^\pi$-Realizability and Concentrability
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Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5901
MicroAdam: Accurate Adaptive Optimization with Low Space Overhead and Provable Convergence
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Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7009
Mixtures of Experts for Audio-Visual Learning
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Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6305
Faster Differentially Private Top-$k$ Selection: A Joint Exponential Mechanism with Pruning
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OpenReview]
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Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5610
The Reliability of OKRidge Method in Solving Sparse Ridge Regression Problems
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Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6306
On the Computational Complexity of Private High-dimensional Model Selection
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Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7110
IPO: Interpretable Prompt Optimization for Vision-Language Models
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Spotlight Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5807
Barely Random Algorithms and Collective Metrical Task Systems
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Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6300
Q-Distribution guided Q-learning for offline reinforcement learning: Uncertainty penalized Q-value via consistency model
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Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6101
OptEx: Expediting First-Order Optimization with Approximately Parallelized Iterations
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OpenReview]
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Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6611
Reinforcement Learning with Adaptive Regularization for Safe Control of Critical Systems
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Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6208
How to Boost Any Loss Function
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Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6004
Memory-Efficient Gradient Unrolling for Large-Scale Bi-level Optimization
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OpenReview]
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Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6509
PEAC: Unsupervised Pre-training for Cross-Embodiment Reinforcement Learning
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OpenReview]
Spotlight Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6803
Paths to Equilibrium in Games
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Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6003
A Framework for Bilevel Optimization on Riemannian Manifolds
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Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6308
Banded Square Root Matrix Factorization for Differentially Private Model Training
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Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6608
Uniform Last-Iterate Guarantee for Bandits and Reinforcement Learning
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Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5905
Efficient Multi-task LLM Quantization and Serving for Multiple LoRA Adapters
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Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6704
Empowering Active Learning for 3D Molecular Graphs with Geometric Graph Isomorphism
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Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6606
Adaptive Exploration for Data-Efficient General Value Function Evaluations
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OpenReview]
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Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6807
Accelerated Regularized Learning in Finite N-Person Games
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OpenReview]
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Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6409
Skill-aware Mutual Information Optimisation for Zero-shot Generalisation in Reinforcement Learning
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Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6601
Policy Improvement using Language Feedback Models
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Spotlight Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5608
Language Generation in the Limit
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OpenReview]
Spotlight Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5607
Analysing Multi-Task Regression via Random Matrix Theory with Application to Time Series Forecasting
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OpenReview]
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Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6207
Robust and Faster Zeroth-Order Minimax Optimization: Complexity and Applications
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Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5606
Data subsampling for Poisson regression with pth-root-link
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Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5605
On Mesa-Optimization in Autoregressively Trained Transformers: Emergence and Capability
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Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6600
Language Grounded Multi-agent Reinforcement Learning with Human-interpretable Communication
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Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6500
Learning Distinguishable Trajectory Representation with Contrastive Loss
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Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6408
Distributional Reinforcement Learning with Regularized Wasserstein Loss
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Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7006
CausalDiff: Causality-Inspired Disentanglement via Diffusion Model for Adversarial Defense
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OpenReview]
Oral Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5510
DevBench: A multimodal developmental benchmark for language learning
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6407
First-Explore, then Exploit: Meta-Learning to Solve Hard Exploration-Exploitation Trade-Offs
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OpenReview]
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Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5603
Credal Learning Theory
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Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6404
CALE: Continuous Arcade Learning Environment
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Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6403
QGym: Scalable Simulation and Benchmarking of Queuing Network Controllers
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5805
Bandit-Feedback Online Multiclass Classification: Variants and Tradeoffs
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Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5100
FUSU: A Multi-temporal-source Land Use Change Segmentation Dataset for Fine-grained Urban Semantic Understanding
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6609
Near-Minimax-Optimal Distributional Reinforcement Learning with a Generative Model
[
OpenReview]
Oral Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5203
MedCalc-Bench: Evaluating Large Language Models for Medical Calculations
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6107
Improving Generalization in Federated Learning with Model-Data Mutual Information Regularization: A Posterior Inference Approach
[
Poster]
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5202
Hidden in Plain Sight: Evaluating Abstract Shape Recognition in Vision-Language Models
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5001
Learning Discrete Latent Variable Structures with Tensor Rank Conditions
[
Slides]
[
Poster]
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7001
$\texttt{Model-GLUE}$: Democratized LLM Scaling for A Large Model Zoo in the Wild
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5106
IncomeSCM: From tabular data set to time-series simulator and causal estimation benchmark
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6406
iVideoGPT: Interactive VideoGPTs are Scalable World Models
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Slides]
[
Poster]
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5804
WATT: Weight Average Test Time Adaptation of CLIP
[
Poster]
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5600
How Does Black-Box Impact the Learning Guarantee of Stochastic Compositional Optimization?
[
Slides]
[
Poster]
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5501
A Unified Recipe for Deriving (Time-Uniform) PAC-Bayes Bounds
[
JMLR]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6203
Generative Adversarial Model-Based Optimization via Source Critic Regularization
[
Slides]
[
Poster]
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5802
Optimal Clustering with Bandit Feedback
[
JMLR]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6800
On Tractable $\Phi$-Equilibria in Non-Concave Games
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6900
[Re] Classwise-Shapley values for data valuation
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6502
Diversity Is Not All You Need: Training A Robust Cooperative Agent Needs Specialist Partners
[
Slides]
[
Poster]
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5908
Accelerating Non-Maximum Suppression: A Graph Theory Perspective
[
Slides]
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5803
Queueing Matching Bandits with Preference Feedback
[
Slides]
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6804
Safe Exploitative Play with Untrusted Type Beliefs
[
Poster]
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5801
Toward Global Convergence of Gradient EM for Over-Paramterized Gaussian Mixture Models
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5700
Accelerating ERM for data-driven algorithm design using output-sensitive techniques
[
Slides]
[
Poster]
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7208
Learning Bregman Divergences with Application to Robustness
[
Poster]
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7206
Mixture of Demonstrations for In-Context Learning
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6201
ADOPT: Modified Adam Can Converge with Any $\beta_2$ with the Optimal Rate
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6007
Directional Smoothness and Gradient Methods: Convergence and Adaptivity
[
Slides]
[
Poster]
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6206
Contextual Linear Optimization with Bandit Feedback
[
Poster]
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6907
Operator World Models for Reinforcement Learning
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7200
In-Context Learning with Representations: Contextual Generalization of Trained Transformers
[
Poster]
[
OpenReview]
Spotlight Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6102
Improving the Worst-Case Bidirectional Communication Complexity for Nonconvex Distributed Optimization under Function Similarity
[
Poster]
[
OpenReview]
Spotlight Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7102
Personalizing Reinforcement Learning from Human Feedback with Variational Preference Learning
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6701
Persistent Test-time Adaptation in Recurring Testing Scenarios
[
Slides]
[
Poster]
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6012
Neur2BiLO: Neural Bilevel Optimization
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6205
Stochastic Optimization Schemes for Performative Prediction with Nonconvex Loss
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6709
Opponent Modeling with In-context Search
[
Slides]
[
Poster]
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6209
Incorporating Surrogate Gradient Norm to Improve Offline Optimization Techniques
[
Slides]
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5708
Transductive Learning is Compact
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5004
Interventionally Consistent Surrogates for Complex Simulation Models
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6612
Simplifying Constraint Inference with Inverse Reinforcement Learning
[
OpenReview]
Spotlight Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5902
Heavy-Tailed Class Imbalance and Why Adam Outperforms Gradient Descent on Language Models
[
Poster]
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6809
Gaussian Approximation and Multiplier Bootstrap for Polyak-Ruppert Averaged Linear Stochastic Approximation with Applications to TD Learning
[
Slides]
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6104
LoQT: Low-Rank Adapters for Quantized Pretraining
[
Poster]
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5003
Who’s Gaming the System? A Causally-Motivated Approach for Detecting Strategic Adaptation
[
Slides]
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6307
Can Graph Neural Networks Expose Training Data Properties? An Efficient Risk Assessment Approach
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6802
The Secretary Problem with Predicted Additive Gap
[
Poster]
[
OpenReview]
Spotlight Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7008
BackTime: Backdoor Attacks on Multivariate Time Series Forecasting
[
Poster]
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6510
Model-Based Transfer Learning for Contextual Reinforcement Learning
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6410
State Chrono Representation for Enhancing Generalization in Reinforcement Learning
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6607
Finding good policies in average-reward Markov Decision Processes without prior knowledge
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6105
Achieving Linear Convergence with Parameter-Free Algorithms in Decentralized Optimization
[
Slides]
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6910
Learning Equilibria in Adversarial Team Markov Games: A Nonconvex-Hidden-Concave Min-Max Optimization Problem
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6002
Provably Faster Algorithms for Bilevel Optimization via Without-Replacement Sampling
[
Poster]
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6501
Randomized Exploration in Cooperative Multi-Agent Reinforcement Learning
[
Slides]
[
Poster]
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5602
Overfitting Behaviour of Gaussian Kernel Ridgeless Regression: Varying Bandwidth or Dimensionality
[
Slides]
[
Poster]
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6309
Scalable DP-SGD: Shuffling vs. Poisson Subsampling
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6801
Team-Fictitious Play for Reaching Team-Nash Equilibrium in Multi-team Games
[
Slides]
[
Poster]
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6108
Rethinking Memory and Communication Costs for Efficient Data Parallel Training of Large Language Models
[
Poster]
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6009
ReEvo: Large Language Models as Hyper-Heuristics with Reflective Evolution
[
Poster]
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6503
Sample-Efficient Constrained Reinforcement Learning with General Parameterization
[
Poster]
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5008
Causal vs. Anticausal merging of predictors
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6202
Optimization Can Learn Johnson Lindenstrauss Embeddings
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6808
DU-Shapley: A Shapley Value Proxy for Efficient Dataset Valuation
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6301
SPEAR: Exact Gradient Inversion of Batches in Federated Learning
[
Slides]
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6401
Mitigating Covariate Shift in Behavioral Cloning via Robust Stationary Distribution Correction
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6707
Off-Dynamics Reinforcement Learning via Domain Adaptation and Reward Augmented Imitation
[
Slides]
[
Poster]
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6000
Kronecker-Factored Approximate Curvature for Physics-Informed Neural Networks
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7100
Federated Fine-tuning of Large Language Models under Heterogeneous Tasks and Client Resources
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7101
Amortizing intractable inference in diffusion models for vision, language, and control
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7103
MaVEn: An Effective Multi-granularity Hybrid Visual Encoding Framework for Multimodal Large Language Model
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6904
Oja's Algorithm for Streaming Sparse PCA
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7105
Efficient LLM Jailbreak via Adaptive Dense-to-sparse Constrained Optimization
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6602
Few-Shot Task Learning through Inverse Generative Modeling
[
Slides]
[
Poster]
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5709
Prospective Learning: Learning for a Dynamic Future
[
Slides]
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5900
Invariant subspaces and PCA in nearly matrix multiplication time
[
Poster]
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7010
SGLang: Efficient Execution of Structured Language Model Programs
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6805
Randomized Truthful Auctions with Learning Agents
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5903
Parameter-free Clipped Gradient Descent Meets Polyak
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5808
Online Adaptation of Language Models with a Memory of Amortized Contexts
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6005
Safe and Sparse Newton Method for Entropic-Regularized Optimal Transport
[
Slides]
[
Poster]
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5002
Causal Imitation for Markov Decision Processes: a Partial Identification Approach
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5604
Contextual Decision-Making with Knapsacks Beyond the Worst Case
[
Slides]
[
Poster]
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5907
Optimal Scalarizations for Sublinear Hypervolume Regret
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6603
Imitating Language via Scalable Inverse Reinforcement Learning
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7003
Score-Optimal Diffusion Schedules
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5506
Enhancing Robustness of Last Layer Two-Stage Fair Model Corrections
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5904
SAMPa: Sharpness-aware Minimization Parallelized
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7007
Fast Sampling via Discrete Non-Markov Diffusion Models with Predetermined Transition Time
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6902
The Power of Hard Attention Transformers on Data Sequences: A formal language theoretic perspective
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5505
When is Multicalibration Post-Processing Necessary?
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7005
Optimal Batched Best Arm Identification
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6605
Generating Code World Models with Large Language Models Guided by Monte Carlo Tree Search
[
OpenReview]
Spotlight Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6604
Is Behavior Cloning All You Need? Understanding Horizon in Imitation Learning
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6006
Inexact Augmented Lagrangian Methods for Conic Optimization: Quadratic Growth and Linear Convergence
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5710
Optimal Hypothesis Selection in (Almost) Linear Time
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6310
Revisiting Differentially Private ReLU Regression
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7002
DarkSAM: Fooling Segment Anything Model to Segment Nothing
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6901
No Free Delivery Service: Epistemic limits of passive data collection in complex social systems
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5005
Learning Mixtures of Unknown Causal Interventions
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7108
Invertible Consistency Distillation for Text-Guided Image Editing in Around 7 Steps
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6806
Fair Allocation in Dynamic Mechanism Design
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7107
Easy Regional Contrastive Learning of Expressive Fashion Representations
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5609
A Unifying Post-Processing Framework for Multi-Objective Learn-to-Defer Problems
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5704
Does Worst-Performing Agent Lead the Pack? Analyzing Agent Dynamics in Unified Distributed SGD
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7202
From Chaos to Clarity: 3DGS in the Dark
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6906
The Limits of Transfer Reinforcement Learning with Latent Low-rank Structure
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5701
Sample Complexity of Algorithm Selection Using Neural Networks and Its Applications to Branch-and-Cut
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7109
Robust Sparse Regression with Non-Isotropic Designs
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5500
The Sample Complexity of Gradient Descent in Stochastic Convex Optimization
[
OpenReview]
Poster
Thu Dec 12 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6506
Safety through feedback in Constrained RL
[
OpenReview]