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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6308
Generalized Tensor Decomposition for Understanding Multi-Output Regression under Combinatorial Shifts
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6410
Towards the Transferability of Rewards Recovered via Regularized Inverse Reinforcement Learning
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5401
SmallToLarge (S2L): Scalable Data Selection for Fine-tuning Large Language Models by Summarizing Training Trajectories of Small Models
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6602
$E^3$: Exploring Embodied Emotion Through A Large-Scale Egocentric Video Dataset
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6801
Interfacing Foundation Models' Embeddings
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6904
Parameter Competition Balancing for Model Merging
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5607
Fast Rates in Stochastic Online Convex Optimization by Exploiting the Curvature of Feasible Sets
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6207
REBEL: Reinforcement Learning via Regressing Relative Rewards
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5000
Partial Transportability for Domain Generalization
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5402
Fair Kernel K-Means: from Single Kernel to Multiple Kernel
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5604
Provably Efficient Interactive-Grounded Learning with Personalized Reward
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5610
S-STE: Continuous Pruning Function for Efficient 2:4 Sparse Pre-training
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6401
Symmetries in Overparametrized Neural Networks: A Mean Field View
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5005
Identifying Causal Effects Under Functional Dependencies
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5004
Consistency of Neural Causal Partial Identification
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6301
Learning the Expected Core of Strictly Convex Stochastic Cooperative Games
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5605
CompBench: A Comparative Reasoning Benchmark for Multimodal LLMs
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5105
3DCoMPaT200: Language Grounded Large-Scale 3D Vision Dataset for Compositional Recognition
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Spotlight Poster
Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6407
Thompson Sampling For Combinatorial Bandits: Polynomial Regret and Mismatched Sampling Paradox
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6106
The Dormant Neuron Phenomenon in Multi-Agent Reinforcement Learning Value Factorization
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5009
UrbanDataLayer: A Unified Data Pipeline for Urban Science
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6010
AlphaMath Almost Zero: Process Supervision without Process
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6509
Dissecting the Interplay of Attention Paths in a Statistical Mechanics Theory of Transformers
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5109
DataComp-LM: In search of the next generation of training sets for language models
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5002
Graph Structure Inference with BAM: Neural Dependency Processing via Bilinear Attention
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6505
CleanDiffuser: An Easy-to-use Modularized Library for Diffusion Models in Decision Making
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5110
MassSpecGym: A benchmark for the discovery and identification of molecules
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5104
NewTerm: Benchmarking Real-Time New Terms for Large Language Models with Annual Updates
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6808
Gradient Rewiring for Editable Graph Neural Network Training
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6502
STaRK: Benchmarking LLM Retrieval on Textual and Relational Knowledge Bases
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5101
Me, Myself, and AI: The Situational Awareness Dataset (SAD) for LLMs
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5202
WindsorML - High-Fidelity Computational Fluid Dynamics Dataset For Automotive Aerodynamics
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6700
OTTER: Effortless Label Distribution Adaptation of Zero-shot Models
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5205
Benchmark Repositories for Better Benchmarking
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6501
There is No Silver Bullet: Benchmarking Methods in Predictive Combinatorial Optimization
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5208
PEACE: A Dataset of Pharmaceutical Care for Cancer Pain Analgesia Evaluation and Medication Decision
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5210
Re-assembling the past: The RePAIR dataset and benchmark for real world 2D and 3D puzzle solving
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5308
A New Multi-Source Light Detection Benchmark and Semi-Supervised Focal Light Detection
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5307
A Data-Centric Perspective on Evaluating Machine Learning Models for Tabular Data
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6600
ProbTS: Benchmarking Point and Distributional Forecasting across Diverse Prediction Horizons
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5407
Scale-invariant Optimal Sampling for Rare-events Data and Sparse Models
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5303
MMDU: A Multi-Turn Multi-Image Dialog Understanding Benchmark and Instruction-Tuning Dataset for LVLMs
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6603
Mimicking To Dominate: Imitation Learning Strategies for Success in Multiagent Games
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6604
When to Sense and Control? A Time-adaptive Approach for Continuous-Time RL
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5804
ALPS: Improved Optimization for Highly Sparse One-Shot Pruning for Large Language Models
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6606
Understanding the Expressive Power and Mechanisms of Transformer for Sequence Modeling
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5704
Geometry-aware training of factorized layers in tensor Tucker format
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6709
RL on Incorrect Synthetic Data Scales the Efficiency of LLM Math Reasoning by Eight-Fold
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6901
Data Free Backdoor Attacks
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5507
Compositional PAC-Bayes: Generalization of GNNs with persistence and beyond
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5608
Contextual Active Model Selection
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7001
Neural Gaffer: Relighting Any Object via Diffusion
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6608
A Global Depth-Range-Free Multi-View Stereo Transformer Network with Pose Embedding
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6103
Boosting Sample Efficiency and Generalization in Multi-agent Reinforcement Learning via Equivariance
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6403
Randomized Exploration for Reinforcement Learning with Multinomial Logistic Function Approximation
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5003
Tangent Space Causal Inference: Leveraging Vector Fields for Causal Discovery in Dynamical Systems
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5103
CRAG - Comprehensive RAG Benchmark
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6708
Out-Of-Distribution Detection with Diversification (Provably)
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6107
Aligning Individual and Collective Objectives in Multi-Agent Cooperation
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Spotlight Poster
Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5203
Dataset and Lessons Learned from the 2024 SaTML LLM Capture-the-Flag Competition
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6000
The Limits of Differential Privacy in Online Learning
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6806
ALPINE: Unveiling The Planning Capability of Autoregressive Learning in Language Models
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6507
Pretrained Transformer Efficiently Learns Low-Dimensional Target Functions In-Context
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6612
Provably and Practically Efficient Adversarial Imitation Learning with General Function Approximation
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5910
Communication Efficient Distributed Training with Distributed Lion
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6304
Computational Aspects of Bayesian Persuasion under Approximate Best Response
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5106
Streaming Detection of Queried Event Start
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6909
MimicTalk: Mimicking a personalized and expressive 3D talking face in minutes
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5707
Adaptive and Optimal Second-order Optimistic Methods for Minimax Optimization
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Spotlight Poster
Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5001
Automated Efficient Estimation using Monte Carlo Efficient Influence Functions
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5500
Global Rewards in Restless Multi-Armed Bandits
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5909
HyperPrism: An Adaptive Non-linear Aggregation Framework for Distributed Machine Learning over Non-IID Data and Time-varying Communication Links
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6402
Learning General Parameterized Policies for Infinite Horizon Average Reward Constrained MDPs via Primal-Dual Policy Gradient Algorithm
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6609
ETO:Efficient Transformer-based Local Feature Matching by Organizing Multiple Homography Hypotheses
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5805
Slack-Free Spiking Neural Network Formulation for Hypergraph Minimum Vertex Cover
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5902
Instance-Specific Asymmetric Sensitivity in Differential Privacy
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5901
Federated Behavioural Planes: Explaining the Evolution of Client Behaviour in Federated Learning
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6210
Verifiably Robust Conformal Prediction
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5408
Universal Rates of Empirical Risk Minimization
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6008
Zero-Shot Reinforcement Learning from Low Quality Data
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5908
Performative Control for Linear Dynamical Systems
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6404
Offline Oracle-Efficient Learning for Contextual MDPs via Layerwise Exploration-Exploitation Tradeoff
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5601
On the Power of Small-size Graph Neural Networks for Linear Programming
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6310
Attention boosted Individualized Regression
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6105
Feint Behaviors and Strategies: Formalization, Implementation and Evaluation
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5900
Auditing Privacy Mechanisms via Label Inference Attacks
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6405
Truncated Variance Reduced Value Iteration
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6303
Convergence of No-Swap-Regret Dynamics in Self-Play
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5309
Global Convergence in Training Large-Scale Transformers
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6009
Simplifying Latent Dynamics with Softly State-Invariant World Models
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5409
PAC-Bayes-Chernoff bounds for unbounded losses
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5600
A Theory of Optimistically Universal Online Learnability for General Concept Classes
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5510
Nearly Minimax Optimal Regret for Multinomial Logistic Bandit
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5807
Byzantine Robustness and Partial Participation Can Be Achieved at Once: Just Clip Gradient Differences
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5100
Lean Workbook: A large-scale Lean problem set formalized from natural language math problems
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5200
RelBench: A Benchmark for Deep Learning on Relational Databases
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5403
Achievable Fairness on Your Data With Utility Guarantees
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6104
Value-Based Deep Multi-Agent Reinforcement Learning with Dynamic Sparse Training
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6406
Preference-based Pure Exploration
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5410
Learning the Infinitesimal Generator of Stochastic Diffusion Processes
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5606
Strategic Multi-Armed Bandit Problems Under Debt-Free Reporting
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5709
SCAFFLSA: Taming Heterogeneity in Federated Linear Stochastic Approximation and TD Learning
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6705
SG-Nav: Online 3D Scene Graph Prompting for LLM-based Zero-shot Object Navigation
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6001
Mitigating Biases in Blackbox Feature Extractors for Image Classification Tasks
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5809
On the Optimal Time Complexities in Decentralized Stochastic Asynchronous Optimization
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6108
AdaSociety: An Adaptive Environment with Social Structures for Multi-Agent Decision-Making
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6704
Injecting Undetectable Backdoors in Obfuscated Neural Networks and Language Models
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5708
LISA: Layerwise Importance Sampling for Memory-Efficient Large Language Model Fine-Tuning
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5603
A Best-of-both-worlds Algorithm for Bandits with Delayed Feedback with Robustness to Excessive Delays
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5906
Non-geodesically-convex optimization in the Wasserstein space
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6500
DenseFusion-1M: Merging Vision Experts for Comprehensive Multimodal Perception
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Spotlight Poster
Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6702
Enhancing LLM Reasoning via Vision-Augmented Prompting
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5400
Paloma: A Benchmark for Evaluating Language Model Fit
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Oral Poster
Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6307
DapperFL: Domain Adaptive Federated Learning with Model Fusion Pruning for Edge Devices
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6101
Multi-Agent Imitation Learning: Value is Easy, Regret is Hard
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6206
Incremental Learning of Retrievable Skills For Efficient Continual Task Adaptation
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5404
A Closer Look at AUROC and AUPRC under Class Imbalance
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6302
Bayesian Strategic Classification
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6002
Differentially Private Reinforcement Learning with Self-Play
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6305
LaSCal: Label-Shift Calibration without target labels
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6200
What type of inference is planning?
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5509
High-dimensional (Group) Adversarial Training in Linear Regression
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6802
Meta-DT: Offline Meta-RL as Conditional Sequence Modeling with World Model Disentanglement
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Spotlight Poster
Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5706
Croissant: A Metadata Format for ML-Ready Datasets
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6803
Connectivity-Driven Pseudo-Labeling Makes Stronger Cross-Domain Segmenters
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Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6804
PageRank Bandits for Link Prediction
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Spotlight Poster
Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5705
Learning Generalized Linear Programming Value Functions
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OpenReview]
Poster
Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5508
One-Layer Transformer Provably Learns One-Nearest Neighbor In Context
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OpenReview]
Poster
Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6805
Efficient Reinforcement Learning by Discovering Neural Pathways
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Slides]
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Poster]
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OpenReview]
Poster
Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6409
Hybrid Reinforcement Learning Breaks Sample Size Barriers In Linear MDPs
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Slides]
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Poster]
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OpenReview]
Poster
Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6807
Gliding over the Pareto Front with Uniform Designs
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OpenReview]
Spotlight Poster
Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6201
Goal Reduction with Loop-Removal Accelerates RL and Models Human Brain Activity in Goal-Directed Learning
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Poster]
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OpenReview]
Poster
Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6504
NeuralPlane: An Efficiently Parallelizable Platform for Fixed-wing Aircraft Control with Reinforcement Learning
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Poster]
Poster
Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6809
Neural Flow Diffusion Models: Learnable Forward Process for Improved Diffusion Modelling
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OpenReview]
Poster
Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6810
DeTrack: In-model Latent Denoising Learning for Visual Object Tracking
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Slides]
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Poster]
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OpenReview]
Poster
Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5506
On the Sparsity of the Strong Lottery Ticket Hypothesis
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OpenReview]
Poster
Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5810
Hierarchical Federated Learning with Multi-Timescale Gradient Correction
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Slides]
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Poster]
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OpenReview]
Poster
Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6003
Differentially Private Graph Diffusion with Applications in Personalized PageRanks
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Poster]
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OpenReview]
Poster
Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5405
Fairness in Social Influence Maximization via Optimal Transport
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Slides]
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Poster]
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OpenReview]
Poster
Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5302
Personalized Instance-based Navigation Toward User-Specific Objects in Realistic Environments
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Poster]
Poster
Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5006
On the Complexity of Identification in Linear Structural Causal Models
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Poster]
[
OpenReview]
Poster
Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5904
Lookback Prophet Inequalities
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OpenReview]
Spotlight Poster
Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6508
Axioms for AI Alignment from Human Feedback
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Slides]
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Poster]
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OpenReview]
Poster
Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6910
Unlock the Intermittent Control Ability of Model Free Reinforcement Learning
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OpenReview]
Poster
Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5802
First-Order Methods for Linearly Constrained Bilevel Optimization
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OpenReview]
Spotlight Poster
Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6011
Adversarial Environment Design via Regret-Guided Diffusion Models
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Slides]
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Poster]
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OpenReview]
Poster
Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5703
Pretrained Optimization Model for Zero-Shot Black Box Optimization
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OpenReview]
Poster
Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5702
Low-Rank Optimal Transport through Factor Relaxation with Latent Coupling
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OpenReview]
Poster
Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6012
Solving Minimum-Cost Reach Avoid using Reinforcement Learning
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Poster]
[
OpenReview]
Poster
Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6202
Identifying Latent State-Transition Processes for Individualized Reinforcement Learning
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Slides]
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Poster]
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OpenReview]
Poster
Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6005
Dimension-free Private Mean Estimation for Anisotropic Distributions
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Poster]
[
OpenReview]
Poster
Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6905
Acceleration Exists! Optimization Problems When Oracle Can Only Compare Objective Function Values
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OpenReview]
Poster
Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5806
Practical $0.385$-Approximation for Submodular Maximization Subject to a Cardinality Constraint
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Poster]
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OpenReview]
Poster
Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5701
Optimizing over Multiple Distributions under Generalized Quasar-Convexity Condition
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OpenReview]
Poster
Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6902
Shuffling Gradient-Based Methods for Nonconvex-Concave Minimax Optimization
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Poster]
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OpenReview]
Poster
Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5504
Controlling Multiple Errors Simultaneously with a PAC-Bayes Bound
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Poster]
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OpenReview]
Poster
Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5700
GLinSAT: The General Linear Satisfiability Neural Network Layer By Accelerated Gradient Descent
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Slides]
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Poster]
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OpenReview]
Poster
Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5007
A Simple yet Scalable Granger Causal Structural Learning Approach for Topological Event Sequences
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Slides]
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Poster]
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OpenReview]
Spotlight Poster
Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5803
Non-asymptotic Global Convergence Analysis of BFGS with the Armijo-Wolfe Line Search
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Slides]
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OpenReview]
Poster
Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5907
DistrictNet: Decision-aware learning for geographical districting
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Poster]
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OpenReview]
Poster
Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6300
Carrot and Stick: Eliciting Comparison Data and Beyond
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Poster]
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OpenReview]
Spotlight Poster
Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6400
Learning to Mitigate Externalities: the Coase Theorem with Hindsight Rationality
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Slides]
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Poster]
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OpenReview]
Poster
Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5503
Achieving $\tilde{O}(1/\epsilon)$ Sample Complexity for Constrained Markov Decision Process
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Slides]
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OpenReview]
Poster
Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5204
SafeSora: Towards Safety Alignment of Text2Video Generation via a Human Preference Dataset
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Poster]
Poster
Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5905
Adaptive Variance Reduction for Stochastic Optimization under Weaker Assumptions
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Poster]
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OpenReview]
Poster
Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5903
Drago: Primal-Dual Coupled Variance Reduction for Faster Distributionally Robust Optimization
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Slides]
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OpenReview]
Poster
Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5911
Weight for Robustness: A Comprehensive Approach towards Optimal Fault-Tolerant Asynchronous ML
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Poster]
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OpenReview]
Poster
Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5502
A provable control of sensitivity of neural networks through a direct parameterization of the overall bi-Lipschitzness
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Poster]
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OpenReview]
Poster
Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5501
On $f$-Divergence Principled Domain Adaptation: An Improved Framework
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OpenReview]
Poster
Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5406
Fair Wasserstein Coresets
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Poster]
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OpenReview]
Poster
Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6110
GenRL: Multimodal-foundation world models for generalization in embodied agents
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OpenReview]
Poster
Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7002
Cooperative Hardware-Prompt Learning for Snapshot Compressive Imaging
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Poster]
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OpenReview]
Poster
Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #7000
Bridging Model-Based Optimization and Generative Modeling via Conservative Fine-Tuning of Diffusion Models
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OpenReview]
Poster
Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6903
QUEST: Quadruple Multimodal Contrastive Learning with Constraints and Self-Penalization
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Slides]
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Poster]
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OpenReview]
Poster
Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6906
A Bayesian Approach for Personalized Federated Learning in Heterogeneous Settings
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OpenReview]
Poster
Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6907
On the Target-kernel Alignment: a Unified Analysis with Kernel Complexity
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Slides]
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Poster]
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OpenReview]
Poster
Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6908
KptLLM: Unveiling the Power of Large Language Model for Keypoint Comprehension
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Poster]
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OpenReview]
Poster
Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6306
LFME: A Simple Framework for Learning from Multiple Experts in Domain Generalization
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Slides]
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Poster]
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OpenReview]
Poster
Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6800
Ensemble sampling for linear bandits: small ensembles suffice
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OpenReview]
Poster
Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6102
Coevolving with the Other You: Fine-Tuning LLM with Sequential Cooperative Multi-Agent Reinforcement Learning
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Poster]
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OpenReview]
Poster
Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6701
Decomposable Transformer Point Processes
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OpenReview]
Poster
Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6703
From Text to Trajectory: Exploring Complex Constraint Representation and Decomposition in Safe Reinforcement Learning
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Poster]
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OpenReview]
Poster
Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6109
Near-Optimal Dynamic Regret for Adversarial Linear Mixture MDPs
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OpenReview]
Poster
Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5602
Learning to Price Homogeneous Data
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Poster]
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OpenReview]
Poster
Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5808
Lower Bounds and Optimal Algorithms for Non-Smooth Convex Decentralized Optimization over Time-Varying Networks
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OpenReview]
Poster
Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6510
Variance estimation in compound decision theory under boundedness
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OpenReview]
Poster
Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6706
CoLoR-Filter: Conditional Loss Reduction Filtering for Targeted Language Model Pre-training
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OpenReview]
Poster
Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6309
Using Surrogates in Covariate-adjusted Response-adaptive Randomization Experiments with Delayed Outcomes
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Poster]
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OpenReview]
Poster
Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6707
On the Parameter Identifiability of Partially Observed Linear Causal Models
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OpenReview]
Poster
Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5710
Emergence of heavy tails in homogenized stochastic gradient descent
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Poster]
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OpenReview]
Poster
Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6610
FlexSBDD: Structure-Based Drug Design with Flexible Protein Modeling
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OpenReview]
Poster
Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6506
MiraData: A Large-Scale Video Dataset with Long Durations and Structured Captions
Poster
Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6006
OASIS: Conditional Distribution Shaping for Offline Safe Reinforcement Learning
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Poster]
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OpenReview]
Poster
Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6209
Conformal Classification with Equalized Coverage for Adaptively Selected Groups
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Poster]
[
OpenReview]
Poster
Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6004
Faster Algorithms for User-Level Private Stochastic Convex Optimization
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OpenReview]
Spotlight Poster
Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6204
Variational Delayed Policy Optimization
[
OpenReview]
Poster
Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6710
MSPE: Multi-Scale Patch Embedding Prompts Vision Transformers to Any Resolution
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OpenReview]
Poster
Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6408
Online Control in Population Dynamics
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OpenReview]
Poster
Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #5505
How Transformers Utilize Multi-Head Attention in In-Context Learning? A Case Study on Sparse Linear Regression
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OpenReview]
Poster
Fri Dec 13 04:30 PM -- 07:30 PM (PST) @ West Ballroom A-D #6205
On the Role of Information Structure in Reinforcement Learning for Partially-Observable Sequential Teams and Games
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OpenReview]