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Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6908
Alleviating Distortion in Image Generation via Multi-Resolution Diffusion Models and Time-Dependent Layer Normalization
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5304
DiscoveryWorld: A Virtual Environment for Developing and Evaluating Automated Scientific Discovery Agents
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5106
Building Timeseries Dataset: Empowering Large-Scale Building Analytics
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5702
Multi-Label Learning with Stronger Consistency Guarantees
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6609
Interpret Your Decision: Logical Reasoning Regularization for Generalization in Visual Classification
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6710
Bias Detection via Signaling
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5105
IaC-Eval: A code generation benchmark for Infrastructure-as-Code programs
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5104
ReMI: A Dataset for Reasoning with Multiple Images
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5101
ShopBench: A Massive Multi-Task Online Shopping Benchmark for Large Language Models
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5201
emg2qwerty: A Large Dataset with Baselines for Touch Typing using Surface Electromyography
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Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5203
SETBENCH: Assessing the Analytical and Semantic Robustness of Language Models
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5204
Multi-modal Situated Reasoning in 3D Scenes
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5205
CARE: a Benchmark Suite for the Classification and Retrieval of Enzymes
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5206
DreamCatcher: A Wearer-aware Multi-modal Sleep Event Dataset Based on Earables in Non-restrictive Environments
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5211
DF40: Toward Next-Generation Deepfake Detection
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5309
$\texttt{dopanim}$: A Dataset of Doppelganger Animals with Noisy Annotations from Multiple Humans
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5308
CaptainCook4D: A Dataset for Understanding Errors in Procedural Activities
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5306
GTA: A Benchmark for General Tool Agents
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5305
emg2pose: A Large and Diverse Benchmark for Surface Electromyographic Hand Pose Estimation
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5302
FVEL: Interactive Formal Verification Environment with Large Language Models via Theorem Proving
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5301
EpiCare: A Reinforcement Learning Benchmark for Dynamic Treatment Regimes
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5401
FT-AED: Benchmark Dataset for Early Freeway Traffic Anomalous Event Detection
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5402
STimage-1K4M: A histopathology image-gene expression dataset for spatial transcriptomics
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5405
Towards Reliable Model Selection for Unsupervised Domain Adaptation: An Empirical Study and A Certified Baseline
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5406
Vocal Call Locator Benchmark (VCL'24) for localizing rodent vocalizations from multi-channel audio
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5410
Seshat Global History Databank Text Dataset and Benchmark of Large Language Models' History Knowledge
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5510
SeafloorGenAI: A Large-scale Vision-Language Dataset for Seafloor Geological Survey
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6101
DMC-VB: A Benchmark for Representation Learning for Control with Visual Distractors
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6808
Retrospective for the Dynamic Sensorium Competition for predicting large-scale mouse primary visual cortex activity from videos
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5108
Beyond Aesthetics: Cultural Competence in Text-to-Image Models
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5207
The iNaturalist Sounds Dataset
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5307
PINNacle: A Comprehensive Benchmark of Physics-Informed Neural Networks for Solving PDEs
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5409
Fit for our purpose, not yours: Benchmark for a low-resource, Indigenous language
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5109
StackEval: Benchmarking LLMs in Coding Assistance
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5102
PutnamBench: Evaluating Neural Theorem-Provers on the Putnam Mathematical Competition
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6611
Label Noise: Ignorance Is Bliss
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5103
BIOSCAN-5M: A Multimodal Dataset for Insect Biodiversity
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6403
Provably Efficient Reinforcement Learning with Multinomial Logit Function Approximation
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6707
User-Creator Feature Polarization in Recommender Systems with Dual Influence
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6205
Is Mamba Compatible with Trajectory Optimization in Offline Reinforcement Learning?
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6406
Inverse Factorized Soft Q-Learning for Cooperative Multi-agent Imitation Learning
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5704
The Implicit Bias of Adam on Separable Data
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6702
Can an AI Agent Safely Run a Government? Existence of Probably Approximately Aligned Policies
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6805
On the Ability of Developers' Training Data Preservation of Learnware
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6708
Incentivizing Quality Text Generation via Statistical Contracts
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5705
Sharpness-diversity tradeoff: improving flat ensembles with SharpBalance
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5706
Mean-Field Analysis for Learning Subspace-Sparse Polynomials with Gaussian Input
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5907
A Primal-Dual-Assisted Penalty Approach to Bilevel Optimization with Coupled Constraints
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5806
Sequential Probability Assignment with Contexts: Minimax Regret, Contextual Shtarkov Sums, and Contextual Normalized Maximum Likelihood
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Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5707
Learning from higher-order correlations, efficiently: hypothesis tests, random features, and neural networks
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6007
Bayesian Optimization of Functions over Node Subsets in Graphs
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5805
Online Convex Optimisation: The Optimal Switching Regret for all Segmentations Simultaneously
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5009
Towards Estimating Bounds on the Effect of Policies under Unobserved Confounding
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6602
Conditional Outcome Equivalence: A Quantile Alternative to CATE
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6400
C-GAIL: Stabilizing Generative Adversarial Imitation Learning with Control Theory
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5504
CultureLLM: Incorporating Cultural Differences into Large Language Models
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6502
Meta-Reinforcement Learning with Universal Policy Adaptation: Provable Near-Optimality under All-task Optimum Comparator
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #7203
Everyday Object Meets Vision-and-Language Navigation Agent via Backdoor
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #7202
Learning from Highly Sparse Spatio-temporal Data
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6405
Episodic Future Thinking Mechanism for Multi-agent Reinforcement Learning
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6102
DOPPLER: Differentially Private Optimizers with Low-pass Filter for Privacy Noise Reduction
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5910
Tighter Convergence Bounds for Shuffled SGD via Primal-Dual Perspective
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6103
Differentially Private Equivalence Testing for Continuous Distributions and Applications
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6404
N-agent Ad Hoc Teamwork
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6500
Task-Agnostic Machine-Learning-Assisted Inference
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5008
On Causal Discovery in the Presence of Deterministic Relations
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6503
Scaling Laws for Reward Model Overoptimization in Direct Alignment Algorithms
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #7200
LoTLIP: Improving Language-Image Pre-training for Long Text Understanding
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6300
Exploiting the Replay Memory Before Exploring the Environment: Enhancing Reinforcement Learning Through Empirical MDP Iteration
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6612
Optimal Aggregation of Prediction Intervals under Unsupervised Domain Shift
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Spotlight Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #7102
Flex-MoE: Modeling Arbitrary Modality Combination via the Flexible Mixture-of-Experts
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Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6606
Is O(log N) practical? Near-Equivalence Between Delay Robustness and Bounded Regret in Bandits and RL
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6709
Fast Last-Iterate Convergence of Learning in Games Requires Forgetful Algorithms
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6504
Fixed Confidence Best Arm Identification in the Bayesian Setting
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #7103
Action Imitation in Common Action Space for Customized Action Image Synthesis
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5710
Understanding the Gains from Repeated Self-Distillation
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5908
SPARKLE: A Unified Single-Loop Primal-Dual Framework for Decentralized Bilevel Optimization
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Spotlight Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #7104
ReFT: Representation Finetuning for Language Models
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Spotlight Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6302
Bigger, Regularized, Optimistic: scaling for compute and sample efficient continuous control
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6105
Private Online Learning via Lazy Algorithms
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5610
Online Consistency of the Nearest Neighbor Rule
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #7105
What Rotary Position Embedding Can Tell Us: Identifying Query and Key Weights Corresponding to Basic Syntactic or High-level Semantic Information
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5505
Fair Bilevel Neural Network (FairBiNN): On Balancing fairness and accuracy via Stackelberg Equilibrium
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #7106
UDC: A Unified Neural Divide-and-Conquer Framework for Large-Scale Combinatorial Optimization Problems
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #7100
Label Delay in Online Continual Learning
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Spotlight Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6610
PACE: marrying the generalization of PArameter-efficient fine-tuning with Consistency rEgularization
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5005
Estimating Heterogeneous Treatment Effects by Combining Weak Instruments and Observational Data
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5506
The Fairness-Quality Tradeoff in Clustering
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5608
Stability and Generalization of Asynchronous SGD: Sharper Bounds Beyond Lipschitz and Smoothness
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #7107
Don't Look Twice: Faster Video Transformers with Run-Length Tokenization
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6506
Strategic Linear Contextual Bandits
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #7110
On Feature Learning in Structured State Space Models
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Spotlight Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6803
In-and-Out: Algorithmic Diffusion for Sampling Convex Bodies
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5803
Symmetric Linear Bandits with Hidden Symmetry
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6107
Ferrari: Federated Feature Unlearning via Optimizing Feature Sensitivity
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6004
Query-Efficient Correlation Clustering with Noisy Oracle
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6203
OPERA: Automatic Offline Policy Evaluation with Re-weighted Aggregates of Multiple Estimators
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Oral Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5003
Identification and Estimation of the Bi-Directional MR with Some Invalid Instruments
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5902
SymILO: A Symmetry-Aware Learning Framework for Integer Linear Optimization
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6003
Sample-efficient Bayesian Optimisation Using Known Invariances
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6304
Parseval Regularization for Continual Reinforcement Learning
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Oral Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #7007
Exploitation of a Latent Mechanism in Graph Contrastive Learning: Representation Scattering
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Spotlight Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #7006
Rethinking Exploration in Reinforcement Learning with Effective Metric-Based Exploration Bonus
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6608
FedGTST: Boosting Global Transferability of Federated Models via Statistics Tuning
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6508
WorldCoder, a Model-Based LLM Agent: Building World Models by Writing Code and Interacting with the Environment
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6509
The surprising efficiency of temporal difference learning for rare event prediction
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6706
Mutual Information Estimation via $f$-Divergence and Data Derangements
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6604
Active preference learning for ordering items in- and out-of-sample
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5604
Recursive PAC-Bayes: A Frequentist Approach to Sequential Prior Updates with No Information Loss
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6109
Membership Inference Attacks against Fine-tuned Large Language Models via Self-prompt Calibration
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #7005
A Theoretical Understanding of Self-Correction through In-context Alignment
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6305
AMAGO-2: Breaking the Multi-Task Barrier in Meta-Reinforcement Learning with Transformers
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #7002
GDeR: Safeguarding Efficiency, Balancing, and Robustness via Prototypical Graph Pruning
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Spotlight Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6306
Diffusion for World Modeling: Visual Details Matter in Atari
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5507
Mind the Graph When Balancing Data for Fairness or Robustness
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5802
Nearly Minimax Optimal Submodular Maximization with Bandit Feedback
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5804
Truthfulness of Calibration Measures
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5508
Proportional Fairness in Clustering: A Social Choice Perspective
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6505
RoME: A Robust Mixed-Effects Bandit Algorithm for Optimizing Mobile Health Interventions
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #7108
Symmetry-Informed Governing Equation Discovery
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6501
Contrastive dimension reduction: when and how?
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5602
Fair Online Bilateral Trade
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6201
Decomposed Prompt Decision Transformer for Efficient Unseen Task Generalization
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6006
Active Set Ordering
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6110
Trap-MID: Trapdoor-based Defense against Model Inversion Attacks
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5905
The Power of Extrapolation in Federated Learning
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6012
Dual Defense: Enhancing Privacy and Mitigating Poisoning Attacks in Federated Learning
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6310
Deep Policy Gradient Methods Without Batch Updates, Target Networks, or Replay Buffers
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5900
Don't Compress Gradients in Random Reshuffling: Compress Gradient Differences
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6902
Diffusion Spectral Representation for Reinforcement Learning
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Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5002
QWO: Speeding Up Permutation-Based Causal Discovery in LiGAMs
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OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6410
Action Gaps and Advantages in Continuous-Time Distributional Reinforcement Learning
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OpenReview]
Spotlight Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6802
Minimum Entropy Coupling with Bottleneck
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Slides]
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6903
Optimizing the coalition gain in Online Auctions with Greedy Structured Bandits
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6207
XLand-MiniGrid: Scalable Meta-Reinforcement Learning Environments in JAX
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5700
Online Learning with Sublinear Best-Action Queries
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Slides]
[
Poster]
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5901
A Bayesian Approach to Data Point Selection
[
OpenReview]
Spotlight Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5808
Optimization Algorithm Design via Electric Circuits
[
Slides]
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6409
Robust Reinforcement Learning with General Utility
[
Poster]
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6408
Adversarially Trained Weighted Actor-Critic for Safe Offline Reinforcement Learning
[
Poster]
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5303
CharXiv: Charting Gaps in Realistic Chart Understanding in Multimodal LLMs
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5001
Identifiability Analysis of Linear ODE Systems with Hidden Confounders
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Poster]
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6407
Flipping-based Policy for Chance-Constrained Markov Decision Processes
[
Slides]
[
Poster]
[
OpenReview]
Spotlight Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6402
The Power of Resets in Online Reinforcement Learning
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6209
Do's and Don'ts: Learning Desirable Skills with Instruction Videos
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5906
Learning with Fitzpatrick Losses
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Poster]
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6905
Diffusion Policies Creating a Trust Region for Offline Reinforcement Learning
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Poster]
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5600
On the Efficiency of ERM in Feature Learning
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6906
SIRIUS : Contexual Sparisty with Correction for Efficient LLMs
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6009
PANORAMIA: Privacy Auditing of Machine Learning Models without Retraining
[
Slides]
[
Poster]
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6008
Private Attribute Inference from Images with Vision-Language Models
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5100
InfiBench: Evaluating the Question-Answering Capabilities of Code Large Language Models
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6401
Regularized Q-Learning
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Slides]
[
Poster]
[
OpenReview]
Oral Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5000
Do Finetti: On Causal Effects for Exchangeable Data
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6807
HEMM: Holistic Evaluation of Multimodal Foundation Models
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6907
Dynamic Subgroup Identification in Covariate-adjusted Response-adaptive Randomization Experiments
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Slides]
[
Poster]
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5110
IndicVoices-R: Unlocking a Massive Multilingual Multi-speaker Speech Corpus for Scaling Indian TTS
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6208
The Ladder in Chaos: Improving Policy Learning by Harnessing the Parameter Evolving Path in A Low-dimensional Space
[
Poster]
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5509
FairQueue: Rethinking Prompt Learning for Fair Text-to-Image Generation
[
Slides]
[
Poster]
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6200
Adaptive $Q$-Aid for Conditional Supervised Learning in Offline Reinforcement Learning
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6705
How Does Variance Shape the Regret in Contextual Bandits?
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6000
Quantitative Convergences of Lie Group Momentum Optimizers
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6909
Large Language Models as Urban Residents: An LLM Agent Framework for Personal Mobility Generation
[
Poster]
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5501
Wide Two-Layer Networks can Learn from Adversarial Perturbations
[
Slides]
[
Poster]
[
OpenReview]
Spotlight Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6206
Logarithmic Smoothing for Pessimistic Off-Policy Evaluation, Selection and Learning
[
Slides]
[
Poster]
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6204
Making Offline RL Online: Collaborative World Models for Offline Visual Reinforcement Learning
[
Slides]
[
Poster]
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6104
Pandora's Box: Towards Building Universal Attackers against Real-World Large Vision-Language Models
[
Slides]
[
Poster]
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6005
Transition Constrained Bayesian Optimization via Markov Decision Processes
[
Poster]
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6507
How does Inverse RL Scale to Large State Spaces? A Provably Efficient Approach
[
Slides]
[
Poster]
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5606
Federated Learning from Vision-Language Foundation Models: Theoretical Analysis and Method
[
Poster]
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5801
Dynamic Service Fee Pricing under Strategic Behavior: Actions as Instruments and Phase Transition
[
Slides]
[
Poster]
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6600
Robust group and simultaneous inferences for high-dimensional single index model
[
Slides]
[
Poster]
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #7003
Local to Global: Learning Dynamics and Effect of Initialization for Transformers
[
Poster]
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5810
Sparse maximal update parameterization: A holistic approach to sparse training dynamics
[
Slides]
[
Poster]
[
OpenReview]
Spotlight Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5809
Stacking Your Transformers: A Closer Look at Model Growth for Efficient LLM Pre-Training
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Slides]
[
Poster]
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6011
On the Benefits of Public Representations for Private Transfer Learning under Distribution Shift
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6210
Effective Exploration Based on the Structural Information Principles
[
Slides]
[
Poster]
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6809
Private and Personalized Frequency Estimation in a Federated Setting
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6806
Optimal Algorithms for Learning Partitions with Faulty Oracles
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #7205
Large Spatial Model: End-to-end Unposed Images to Semantic 3D
[
Poster]
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6701
Excluding the Irrelevant: Focusing Reinforcement Learning through Continuous Action Masking
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Slides]
[
Poster]
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5503
Improving Subgroup Robustness via Data Selection
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #7201
Neural network learns low-dimensional polynomials with SGD near the information-theoretic limit
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #7101
S$^{2}$FT: Efficient, Scalable and Generalizable LLM Fine-tuning by Structured Sparsity
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5911
Sample-Efficient Geometry Reconstruction from Euclidean Distances using Non-Convex Optimization
[
Slides]
[
Poster]
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5903
CRONOS: Enhancing Deep Learning with Scalable GPU Accelerated Convex Neural Networks
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5607
On the Limitations of Fractal Dimension as a Measure of Generalization
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5004
Detecting and Measuring Confounding Using Causal Mechanism Shifts
[
Slides]
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5605
Learning a Single Neuron Robustly to Distributional Shifts and Adversarial Label Noise
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #7001
Understanding Visual Feature Reliance through the Lens of Complexity
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5904
Scalable Kernel Inverse Optimization
[
Slides]
[
Poster]
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6800
Almost Free: Self-concordance in Natural Exponential Families and an Application to Bandits
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6704
Model-free Low-Rank Reinforcement Learning via Leveraged Entry-wise Matrix Estimation
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6900
Online Feature Updates Improve Online (Generalized) Label Shift Adaptation
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6700
Nonparametric Evaluation of Noisy ICA Solutions
[
OpenReview]
Spotlight Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5800
Generalized Linear Bandits with Limited Adaptivity
[
Slides]
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6904
Exploring the Role of Large Language Models in Prompt Encoding for Diffusion Models
[
OpenReview]
Spotlight Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6100
Exclusively Penalized Q-learning for Offline Reinforcement Learning
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6910
I2EBench: A Comprehensive Benchmark for Instruction-based Image Editing
[
Poster]
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6810
Learning to Shape In-distribution Feature Space for Out-of-distribution Detection
[
Poster]
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6010
Universal Exact Compression of Differentially Private Mechanisms
[
Poster]
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6901
GL-NeRF: Gauss-Laguerre Quadrature Enables Training-Free NeRF Acceleration
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6607
Theoretical Analysis of Weak-to-Strong Generalization
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #7000
Teach Better or Show Smarter? On Instructions and Exemplars in Automatic Prompt Optimization
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6202
Meta-Controller: Few-Shot Imitation of Unseen Embodiments and Tasks in Continuous Control
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5603
Building a stable classifier with the inflated argmax
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6603
Robust Offline Active Learning on Graphs
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6801
Adversarially Robust Dense-Sparse Tradeoffs via Heavy-Hitters
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6308
Adaptive Preference Scaling for Reinforcement Learning with Human Feedback
[
OpenReview]
Spotlight Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6307
DiffTORI: Differentiable Trajectory Optimization for Deep Reinforcement and Imitation Learning
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6309
Hierarchical Programmatic Option Framework
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6001
Single-Loop Stochastic Algorithms for Difference of Max-Structured Weakly Convex Functions
[
OpenReview]
Spotlight Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5601
Learning Noisy Halfspaces with a Margin: Massart is No Harder than Random
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6510
Linear Causal Bandits: Unknown Graph and Soft Interventions
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #7008
Quantifying Aleatoric Uncertainty of the Treatment Effect: A Novel Orthogonal Learner
[
OpenReview]
Spotlight Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6605
Sample Complexity Reduction via Policy Difference Estimation in Tabular Reinforcement Learning
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #7009
The Closeness of In-Context Learning and Weight Shifting for Softmax Regression
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5500
Testably Learning Polynomial Threshold Functions
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6108
PrivCirNet: Efficient Private Inference via Block Circulant Transformation
[
Slides]
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #7010
ContextGS : Compact 3D Gaussian Splatting with Anchor Level Context Model
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6002
High-probability complexity bounds for stochastic non-convex minimax optimization
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5909
An Accelerated Gradient Method for Convex Smooth Simple Bilevel Optimization
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6703
Distributionally Robust Reinforcement Learning with Interactive Data Collection: Fundamental Hardness and Near-Optimal Algorithms
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #7109
Learning Elastic Costs to Shape Monge Displacements
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6303
Robust Reinforcement Learning from Corrupted Human Feedback
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5007
Causal Effect Identification in a Sub-Population with Latent Variables
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #7004
MindMerger: Efficiently Boosting LLM Reasoning in non-English Languages
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5709
Improved Sample Complexity for Multiclass PAC Learning
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6601
Toward Conditional Distribution Calibration in Survival Prediction
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5708
How many classifiers do we need?
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5502
Algorithmic Collective Action in Recommender Systems: Promoting Songs by Reordering Playlists
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #7204
Quantum Algorithms for Non-smooth Non-convex Optimization
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6106
Private Geometric Median
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5703
Implicit Optimization Bias of Next-token Prediction in Linear Models
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5807
Bandits with Preference Feedback: A Stackelberg Game Perspective
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #6301
Policy-shaped prediction: avoiding distractions in model-based reinforcement learning
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5609
Dynamics of Supervised and Reinforcement Learning in the Non-Linear Perceptron
[
OpenReview]
Poster
Fri Dec 13 11:00 AM -- 02:00 PM (PST) @ West Ballroom A-D #5006
Identifying Selections for Unsupervised Subtask Discovery
[
OpenReview]