Learning Theory

Rethinking Benign Overfitting in Two-Layer Neural Networks ICML 2025 Rethinking Confidence Scores and Thresholds in Pseudolabeling-based SSL ICML 2025 Rethinking Cross-Subject Data Splitting for Brain-to-Text Decoding EMNLP 2025 Rethinking Reward Model Evaluation Through the Lens of Reward Overoptimization ACL 2025 Rethinking the Temperature for Federated Heterogeneous Distillation ICML 2025 Retraining with Predicted Hard Labels Provably Increases Model Accuracy ICML 2025 Retrieval Augmented Time Series Forecasting ICML 2025 Revealing Concept Shift in Spatio-Temporal Graphs via State Learning IJCAI 2025 Revisiting a Design Choice in Gradient Temporal Difference Learning ICLR 2025 Revisiting Learning Rate Control AutoML 2025 Revisiting Neural Networks for Few-Shot Learning: A Zero-Cost NAS Perspective ICML 2025 Revisiting Prefix-tuning: Statistical Benefits of Reparameterization among Prompts ICLR 2025 Revisiting Scaling Laws for Language Models: The Role of Data Quality and Training Strategies ACL 2025 Reward Maximization for Pure Exploration: Minimax Optimal Good Arm Identification for Nonparametric Multi-Armed Bandits AISTATS 2025 Reward Modeling with Ordinal Feedback: Wisdom of the Crowd ICML 2025 RLMEval: Evaluating Research-Level Neural Theorem Proving EMNLP 2025 Robustly Learning Monotone Generalized Linear Models via Data Augmentation COLT 2025 Rosetta-PL: Propositional Logic as a Benchmark for Large Language Model Reasoning NAACL 2025 RuleAdapter: Dynamic Rules for training Safety Reward Models in RLHF ICML 2025 Runtime Analysis for Multi-Objective Evolutionary Algorithms in Unbounded Integer Spaces AAAI 2025 SalaMAnder: Shapley-based Mathematical Expression Attribution and Metric for Chain-of-Thought Reasoning EMNLP 2025 Sample Complexity of Correlation Detection in the Gaussian Wigner Model ICML 2025 Sample Complexity of Linear Regression Models for Opinion Formation in Networks AAAI 2025 Sample Complexity of the Linear Quadratic Regulator: A Reinforcement Learning Lens JMLR 2025 Sample Compression Scheme Reductions ALT 2025