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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5401
WikiDBs: A Large-Scale Corpus Of Relational Databases From Wikidata
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5300
Towards General Loop Invariant Generation: A Benchmark of Programs with Memory Manipulation
Spotlight Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5509
Benchmarking Uncertainty Disentanglement: Specialized Uncertainties for Specialized Tasks
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5201
Constrained Human-AI Cooperation: An Inclusive Embodied Social Intelligence Challenge
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5409
MARPLE: A Benchmark for Long-Horizon Inference
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5400
Pedestrian Trajectory Prediction with Missing Data: Datasets, Imputation, and Benchmarking
Spotlight Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5301
Spider2-V: How Far Are Multimodal Agents From Automating Data Science and Engineering Workflows?
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5310
$\texttt{pfl-research}$: simulation framework for accelerating research in Private Federated Learning
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5210
Few-shot Algorithms for Consistent Neural Decoding (FALCON) Benchmark
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5209
Stylebreeder: Exploring and Democratizing Artistic Styles through Text-to-Image Models
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5208
Muscles in Time: Learning to Understand Human Motion In-Depth by Simulating Muscle Activations
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5202
OpenDebateEvidence: A Massive-Scale Argument Mining and Summarization Dataset
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5504
Reproducibility Study of "ITI-GEN: Inclusive Text-to-Image Generation"
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #7309
Color-Oriented Redundancy Reduction in Dataset Distillation
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5307
APIGen: Automated PIpeline for Generating Verifiable and Diverse Function-Calling Datasets
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6108
On Convergence of Adam for Stochastic Optimization under Relaxed Assumptions
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5602
GaussianMarker: Uncertainty-Aware Copyright Protection of 3D Gaussian Splatting
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #7209
RoPINN: Region Optimized Physics-Informed Neural Networks
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5103
Conditional Generative Models are Sufficient to Sample from Any Causal Effect Estimand
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5907
Unveiling LoRA Intrinsic Ranks via Salience Analysis
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6500
Integrating Deep Metric Learning with Coreset for Active Learning in 3D Segmentation
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5702
Sample-Efficient Agnostic Boosting
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5105
Disentangled Representation Learning in Non-Markovian Causal Systems
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6503
KALM: Knowledgeable Agents by Offline Reinforcement Learning from Large Language Model Rollouts
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5703
Optimal Algorithms for Augmented Testing of Discrete Distributions
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5601
Interpolating Item and User Fairness in Multi-Sided Recommendations
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6002
Learning-Augmented Dynamic Submodular Maximization
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6800
On the Curses of Future and History in Future-dependent Value Functions for Off-policy Evaluation
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5808
Regret Minimization in Stackelberg Games with Side Information
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5107
From Causal to Concept-Based Representation Learning
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6701
Small steps no more: Global convergence of stochastic gradient bandits for arbitrary learning rates
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5909
Weight decay induces low-rank attention layers
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6702
Provable Partially Observable Reinforcement Learning with Privileged Information
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Spotlight Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #7205
Time-Reversal Provides Unsupervised Feedback to LLMs
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6404
Recurrent Reinforcement Learning with Memoroids
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5902
John Ellipsoids via Lazy Updates
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6402
QGFN: Controllable Greediness with Action Values
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6105
This Too Shall Pass: Removing Stale Observations in Dynamic Bayesian Optimization
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6709
An Analysis of Elo Rating Systems via Markov Chains
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6806
On the Robustness of Spectral Algorithms for Semirandom Stochastic Block Models
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5108
Unveiling the Potential of Robustness in Selecting Conditional Average Treatment Effect Estimators
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6504
Regularizing Hidden States Enables Learning Generalizable Reward Model for LLMs
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5109
Identifying General Mechanism Shifts in Linear Causal Representations
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5903
S-SOS: Stochastic Sum-Of-Squares for Parametric Polynomial Optimization
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Spotlight Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6401
Optimizing Automatic Differentiation with Deep Reinforcement Learning
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5910
Boundary Decomposition for Nadir Objective Vector Estimation
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5904
Functional Bilevel Optimization for Machine Learning
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6100
Instance-Optimal Private Density Estimation in the Wasserstein Distance
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6612
Accelerating Nash Equilibrium Convergence in Monte Carlo Settings Through Counterfactual Value Based Fictitious Play
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6303
Fast TRAC: A Parameter-Free Optimizer for Lifelong Reinforcement Learning
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6611
Efficient $\Phi$-Regret Minimization with Low-Degree Swap Deviations in Extensive-Form Games
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #7202
Secret Collusion among AI Agents: Multi-Agent Deception via Steganography
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #7201
ChatQA: Surpassing GPT-4 on Conversational QA and RAG
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6400
Adam on Local Time: Addressing Nonstationarity in RL with Relative Adam Timesteps
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5007
Causal Contrastive Learning for Counterfactual Regression Over Time
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6209
Offline Reinforcement Learning with OOD State Correction and OOD Action Suppression
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6403
Maximum Entropy Reinforcement Learning via Energy-Based Normalizing Flow
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5600
Fair GLASSO: Estimating Fair Graphical Models with Unbiased Statistical Behavior
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #7200
Stochastic Amortization: A Unified Approach to Accelerate Feature and Data Attribution
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #7100
MemVLT: Vision-Language Tracking with Adaptive Memory-based Prompts
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6302
Subwords as Skills: Tokenization for Sparse-Reward Reinforcement Learning
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6208
Safe and Efficient: A Primal-Dual Method for Offline Convex CMDPs under Partial Data Coverage
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #7206
Cost-efficient Knowledge-based Question Answering with Large Language Models
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5708
Cryptographic Hardness of Score Estimation
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6012
Ordered Momentum for Asynchronous SGD
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5803
Optimal Algorithms for Online Convex Optimization with Adversarial Constraints
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5710
Trade-Offs of Diagonal Fisher Information Matrix Estimators
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #7107
Diffusion-Inspired Truncated Sampler for Text-Video Retrieval
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Spotlight Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6009
Stabilized Proximal-Point Methods for Federated Optimization
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #7108
Mixture of In-Context Experts Enhance LLMs' Long Context Awareness
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6510
Predicting Future Actions of Reinforcement Learning Agents
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6810
Bias in Motion: Theoretical Insights into the Dynamics of Bias in SGD Training
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6410
AutoManual: Generating Instruction Manuals by LLM Agents via Interactive Environmental Learning
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5802
Gradient Methods for Online DR-Submodular Maximization with Stochastic Long-Term Constraints
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6710
Accelerating Relative Entropy Coding with Space Partitioning
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5905
Mean-Field Langevin Dynamics for Signed Measures via a Bilevel Approach
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6506
DynaMITE-RL: A Dynamic Model for Improved Temporal Meta-Reinforcement Learning
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #7110
Data Augmentation with Diffusion for Open-Set Semi-Supervised Learning
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6207
Deterministic Uncertainty Propagation for Improved Model-Based Offline Reinforcement Learning
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6607
Honor Among Bandits: No-Regret Learning for Online Fair Division
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6007
Shadowheart SGD: Distributed Asynchronous SGD with Optimal Time Complexity Under Arbitrary Computation and Communication Heterogeneity
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5508
Multivariate Stochastic Dominance via Optimal Transport and Applications to Models Benchmarking
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5911
Mirror and Preconditioned Gradient Descent in Wasserstein Space
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #7009
You Only Look Around: Learning Illumination-Invariant Feature for Low-light Object Detection
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6006
Implicit Regularization of Decentralized Gradient Descent for Sparse Regression
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6802
A Unified Confidence Sequence for Generalized Linear Models, with Applications to Bandits
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5610
Tolerant Algorithms for Learning with Arbitrary Covariate Shift
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #7008
Cross-Modality Perturbation Synergy Attack for Person Re-identification
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6206
How to Solve Contextual Goal-Oriented Problems with Offline Datasets?
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6107
Decentralized Noncooperative Games with Coupled Decision-Dependent Distributions
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6507
Overcoming the Sim-to-Real Gap: Leveraging Simulation to Learn to Explore for Real-World RL
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #7007
FACT or Fiction: Can Truthful Mechanisms Eliminate Federated Free Riding?
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5805
Optimal Multi-Fidelity Best-Arm Identification
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5003
Smoke and Mirrors in Causal Downstream Tasks
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5706
Soft ascent-descent as a stable and flexible alternative to flooding
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5801
Local and Adaptive Mirror Descents in Extensive-Form Games
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6803
Matrix Denoising with Doubly Heteroscedastic Noise: Fundamental Limits and Optimal Spectral Methods
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6602
L-TTA: Lightweight Test-Time Adaptation Using a Versatile Stem Layer
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5608
Unveil Benign Overfitting for Transformer in Vision: Training Dynamics, Convergence, and Generalization
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5607
Dimension-free deterministic equivalents and scaling laws for random feature regression
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #7307
Towards Exact Gradient-based Training on Analog In-memory Computing
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #7005
3D Structure Prediction of Atomic Systems with Flow-based Direct Preference Optimization
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #7204
Rethinking 3D Convolution in $\ell_p$-norm Space
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6305
Pre-Trained Multi-Goal Transformers with Prompt Optimization for Efficient Online Adaptation
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #7004
Uncertainty of Thoughts: Uncertainty-Aware Planning Enhances Information Seeking in LLMs
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6000
Online Budgeted Matching with General Bids
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5001
Efficiently Learning Significant Fourier Feature Pairs for Statistical Independence Testing
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6501
Statistical Multicriteria Benchmarking via the GSD-Front
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6809
Aligning Model Properties via Conformal Risk Control
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6306
Spectral-Risk Safe Reinforcement Learning with Convergence Guarantees
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #7001
Conformalized Multiple Testing after Data-dependent Selection
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6003
Controlling Continuous Relaxation for Combinatorial Optimization
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6808
Navigable Graphs for High-Dimensional Nearest Neighbor Search: Constructions and Limits
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6900
RouterDC: Query-Based Router by Dual Contrastive Learning for Assembling Large Language Models
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6901
Error Correction Output Codes for Robust Neural Networks against Weight-errors: A Neural Tangent Kernel Point of View
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5606
Error Analysis of Spherically Constrained Least Squares Reformulation in Solving the Stackelberg Prediction Game
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5605
Fast Rates for Bandit PAC Multiclass Classification
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5000
Complete Graphical Criterion for Sequential Covariate Adjustment in Causal Inference
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5604
Topological Generalization Bounds for Discrete-Time Stochastic Optimization Algorithms
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6308
Reinforcement Learning Gradients as Vitamin for Online Finetuning Decision Transformers
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6904
Hierarchical and Density-based Causal Clustering
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6309
e-COP : Episodic Constrained Optimization of Policies
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5800
Task-recency bias strikes back: Adapting covariances in Exemplar-Free Class Incremental Learning
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5205
cPAPERS: A Dataset of Situated and Multimodal Interactive Conversations in Scientific Papers
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6310
Efficient Multi-task Reinforcement Learning with Cross-Task Policy Guidance
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6907
Theoretical Foundations of Deep Selective State-Space Models
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6102
Langevin Unlearning: A New Perspective of Noisy Gradient Descent for Machine Unlearning
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6601
Beyond task diversity: provable representation transfer for sequential multitask linear bandits
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Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6908
Can Models Learn Skill Composition from Examples?
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Poster]
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6708
Warm-up Free Policy Optimization: Improved Regret in Linear Markov Decision Processes
[
Poster]
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6807
Learning-Augmented Priority Queues
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5901
Accelerating Matroid Optimization through Fast Imprecise Oracles
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5603
Tight Bounds for Learning RUMs from Small Slates
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6407
Achieving Constant Regret in Linear Markov Decision Processes
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6502
Dynamic Model Predictive Shielding for Provably Safe Reinforcement Learning
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5701
Adversarially Robust Multi-task Representation Learning
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6406
Learning Multimodal Behaviors from Scratch with Diffusion Policy Gradient
[
Poster]
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5104
Partial Structure Discovery is Sufficient for No-regret Learning in Causal Bandits
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #7207
Monomial Matrix Group Equivariant Neural Functional Networks
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6205
Efficient and Private Marginal Reconstruction with Local Non-Negativity
[
Slides]
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6703
Reinforcement Learning with LTL and $\omega$-Regular Objectives via Optimality-Preserving Translation to Average Rewards
[
Slides]
[
Poster]
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #7203
Causal language modeling can elicit search and reasoning capabilities on logic puzzles
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5110
End-To-End Causal Effect Estimation from Unstructured Natural Language Data
[
Slides]
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6010
Dual Lagrangian Learning for Conic Optimization
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6804
Community Detection Guarantees using Embeddings Learned by Node2Vec
[
Poster]
[
OpenReview]
Oral Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5507
Cracking the Code of Juxtaposition: Can AI Models Understand the Humorous Contradictions
[
Poster]
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5500
User-item fairness tradeoffs in recommendations
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5804
Optimal Top-Two Method for Best Arm Identification and Fluid Analysis
[
Slides]
[
Poster]
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6203
Continual Counting with Gradual Privacy Expiration
[
Poster]
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6608
Learning Optimal Tax Design in Nonatomic Congestion Games
[
Poster]
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #7109
Improved Sample Complexity Bounds for Diffusion Model Training
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6008
Resource-Aware Federated Self-Supervised Learning with Global Class Representations
[
Poster]
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5900
Approximately Pareto-optimal Solutions for Bi-Objective k-Clustering
[
Slides]
[
Poster]
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6705
Risk-sensitive control as inference with Rényi divergence
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5810
Binary Search with Distributional Predictions
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5609
Sigmoid Gating is More Sample Efficient than Softmax Gating in Mixture of Experts
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6706
Periodic agent-state based Q-learning for POMDPs
[
Slides]
[
Poster]
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5906
First-Order Minimax Bilevel Optimization
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6011
FERERO: A Flexible Framework for Preference-Guided Multi-Objective Learning
[
Poster]
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5502
Multi-Group Proportional Representation in Retrieval
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6101
Noise-Aware Differentially Private Regression via Meta-Learning
[
OpenReview]
Spotlight Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6603
Extensive-Form Game Solving via Blackwell Approachability on Treeplexes
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6707
Beating Adversarial Low-Rank MDPs with Unknown Transition and Bandit Feedback
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5700
Continual Learning with Global Alignment
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6004
Sketching for Distributed Deep Learning: A Sharper Analysis
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5809
Fast Iterative Hard Thresholding Methods with Pruning Gradient Computations
[
Slides]
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6106
Random Function Descent
[
Poster]
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6001
HardCore Generation: Generating Hard UNSAT Problems for Data Augmentation
[
Poster]
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6509
Thought of Search: Planning with Language Models Through The Lens of Efficiency
[
Poster]
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #7210
DDK: Distilling Domain Knowledge for Efficient Large Language Models
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5106
When to Act and When to Ask: Policy Learning With Deferral Under Hidden Confounding
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5704
Generalization Bounds via Conditional $f$-Information
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5908
Penalty-based Methods for Simple Bilevel Optimization under Hölderian Error Bounds
[
Slides]
[
Poster]
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5705
Identification of Analytic Nonlinear Dynamical Systems with Non-asymptotic Guarantees
[
OpenReview]
Spotlight Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6805
Assouad, Fano, and Le Cam with Interaction: A Unifying Lower Bound Framework and Characterization for Bandit Learnability
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5009
Is the MMI Criterion Necessary for Interpretability? Degenerating Non-causal Features to Plain Noise for Self-Rationalization
[
Poster]
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5008
Learning Discrete Concepts in Latent Hierarchical Models
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6300
Discovering Creative Behaviors through DUPLEX: Diverse Universal Features for Policy Exploration
[
Poster]
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #7101
Schedule Your Edit: A Simple yet Effective Diffusion Noise Schedule for Image Editing
[
OpenReview]
Spotlight Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6301
Can Learned Optimization Make Reinforcement Learning Less Difficult?
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #7103
Single Image Unlearning: Efficient Machine Unlearning in Multimodal Large Language Models
[
Poster]
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6109
Provable Acceleration of Nesterov's Accelerated Gradient for Asymmetric Matrix Factorization and Linear Neural Networks
[
Slides]
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6408
Learning to Assist Humans without Inferring Rewards
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5709
Optimal Rates for Vector-Valued Spectral Regularization Learning Algorithms
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #7106
Targeted Sequential Indirect Experiment Design
[
Poster]
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5006
Qualitative Mechanism Independence
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #7010
AvaTaR: Optimizing LLM Agents for Tool Usage via Contrastive Reasoning
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6202
On provable privacy vulnerabilities of graph representations
[
Poster]
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6605
MAC Advice for facility location mechanism design
[
Slides]
[
Poster]
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6005
Randomized Sparse Matrix Compression for Large-Scale Constrained Optimization in Cancer Radiotherapy
[
Slides]
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6304
Reinforcing LLM Agents via Policy Optimization with Action Decomposition
[
Poster]
[
OpenReview]
Spotlight Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6604
No-regret Learning in Harmonic Games: Extrapolation in the Face of Conflicting Interests
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #7006
Improving Gloss-free Sign Language Translation by Reducing Representation Density
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5002
Structured Learning of Compositional Sequential Interventions
[
Slides]
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #7308
MoGenTS: Motion Generation based on Spatial-Temporal Joint Modeling
[
Slides]
[
Poster]
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6201
DAGER: Exact Gradient Inversion for Large Language Models
[
Slides]
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #7003
VLMimic: Vision Language Models are Visual Imitation Learner for Fine-grained Actions
[
Poster]
[
OpenReview]
Spotlight Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #7000
Ensemble Learning for Heterogeneous Large Language Models with Deep Parallel Collaboration
[
Poster]
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6307
Diffusion Imitation from Observation
[
OpenReview]
Spotlight Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6409
VLM Agents Generate Their Own Memories: Distilling Experience into Embodied Programs of Thought
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5501
On Socially Fair Low-Rank Approximation and Column Subset Selection
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5005
Efficient Policy Evaluation Across Multiple Different Experimental Datasets
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6903
Transformers on Markov data: Constant depth suffices
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6905
Cal-DPO: Calibrated Direct Preference Optimization for Language Model Alignment
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #7105
Exocentric-to-Egocentric Video Generation
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6110
Gradient-Free Methods for Nonconvex Nonsmooth Stochastic Compositional Optimization
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6906
Recurrent neural networks: vanishing and exploding gradients are not the end of the story
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6505
Contextual Bilevel Reinforcement Learning for Incentive Alignment
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #7102
TreeVI: Reparameterizable Tree-structured Variational Inference for Instance-level Correlation Capturing
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6610
Randomized Strategic Facility Location with Predictions
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6704
Foundations of Multivariate Distributional Reinforcement Learning
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6204
Reconstruction Attacks on Machine Unlearning: Simple Models are Vulnerable
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5806
Beyond Primal-Dual Methods in Bandits with Stochastic and Adversarial Constraints
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5807
Improved Algorithms for Contextual Dynamic Pricing
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5506
Deep Learning in Medical Image Registration: Magic or Mirage?
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6700
Local Anti-Concentration Class: Logarithmic Regret for Greedy Linear Contextual Bandit
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6405
Efficient Recurrent Off-Policy RL Requires a Context-Encoder-Specific Learning Rate
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #7208
Explaining Datasets in Words: Statistical Models with Natural Language Parameters
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6902
CogVLM: Visual Expert for Pretrained Language Models
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #7104
A Tractable Inference Perspective of Offline RL
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #7002
Autonomous Driving with Spiking Neural Networks
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6910
Metrizing Weak Convergence with Maximum Mean Discrepancies
[
JMLR]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5004
Covariate Shift Corrected Conditional Randomization Test
[
Slides]
[
Poster]
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6609
Understanding Model Selection for Learning in Strategic Environments
[
Slides]
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5707
Cardinality-Aware Set Prediction and Top-$k$ Classification
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6606
Intrinsic Robustness of Prophet Inequality to Strategic Reward Signaling
[
Slides]
[
Poster]
[
OpenReview]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5102
The Well: a Large-Scale Collection of Diverse Physics Simulations for Machine Learning
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5100
The Scandinavian Embedding Benchmarks: Comprehensive Assessment of Multilingual and Monolingual Text Embedding
[
Poster]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5203
ReXTime: A Benchmark Suite for Reasoning-Across-Time in Videos
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5204
SciCode: A Research Coding Benchmark Curated by Scientists
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5206
Sim2Real-Fire: A Multi-modal Simulation Dataset for Forecast and Backtracking of Real-world Forest Fire
[
Poster]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5207
Infer Induced Sentiment of Comment Response to Video: A New Task, Dataset and Baseline
[
Slides]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5211
OAM-TCD: A globally diverse dataset of high-resolution tree cover maps
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5311
Off to new Shores: A Dataset & Benchmark for (near-)coastal Flood Inundation Forecasting
[
Poster]
Spotlight Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5309
AMBROSIA: A Benchmark for Parsing Ambiguous Questions into Database Queries
Spotlight Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5302
Archaeoscape: Bringing Aerial Laser Scanning Archaeology to the Deep Learning Era
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5402
Implicit Zoo: A Large-Scale Dataset of Neural Implicit Functions for 2D Images and 3D Scenes
[
Slides]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5403
TaskBench: Benchmarking Large Language Models for Task Automation
[
Poster]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5405
μBench: A Microscopy Benchmark for Vision-Language Understanding
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5407
APEBench: A Benchmark for Autoregressive Neural Emulators of PDEs
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5408
OpenCDA-Loop: A Closed-loop Benchmarking Platform for End-to-end Evaluation of Cooperative Perception
[
Poster]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5510
Mercury: A Code Efficiency Benchmark for Code Large Language Models
[
Poster]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6104
A Synthetic Dataset for Personal Attribute Inference
[
Slides]
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6508
Using Unity to Help Solve Reinforcement Learning
Poster
Thu Dec 12 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6801
Statistical Inference for Fairness Auditing
[
JMLR]