Learning Theory

Contamination Budget: Trade-offs Between Breadth, Depth and Difficulty IJCAI 2025 Contextual Optimization Under Model Misspecification: A Tractable and Generalizable Approach ICML 2025 Convergence Rates for Non-Log-Concave Sampling and Log-Partition Estimation JMLR 2025 Convergent Privacy Loss of Noisy-SGD without Convexity and Smoothness ICLR 2025 Corrupted Learning Dynamics in Games COLT 2025 Cost-Aware Near-Optimal Policy Learning AAAI 2025 Covered Forest: Fine-grained generalization analysis of graph neural networks ICML 2025 CPsyExam: A Chinese Benchmark for Evaluating Psychology using Examinations COLING 2025 Crafting Distribution Shifts for Validation and Training in Single Source Domain Generalization WACV 2025 Critical Thinking: Which Kinds of Complexity Govern Optimal Reasoning Length? IJCNLP 2025 Data-dependent Algorithmic Robustness Analysis of Pairwise Learning ACML 2025 Data Distributional Properties As Inductive Bias for Systematic Generalization CVPR 2025 Data-Driven Upper Confidence Bounds with Near-Optimal Regret for Heavy-Tailed Bandits AISTATS 2025 Data Drives Unstable Hierarchical Generalization in LMs EMNLP 2025 Data Selection for ERMs COLT 2025 Debatable Intelligence: Benchmarking LLM Judges via Debate Speech Evaluation EMNLP 2025 Decentralized and Uncoordinated Learning of Stable Matchings: A Game-Theoretic Approach AAAI 2025 Decision Making in Changing Environments: Robustness, Query-Based Learning, and Differential Privacy COLT 2025 Decision Making in Hybrid Environments: A Model Aggregation Approach COLT 2025 Decision Theoretic Foundations for Conformal Prediction: Optimal Uncertainty Quantification for Risk-Averse Agents ICML 2025 Decomposition Dilemmas: Does Claim Decomposition Boost or Burden Fact-Checking Performance? NAACL 2025 Deep Generative Models: Complexity, Dimensionality, and Approximation JMLR 2025 Deep Ridgelet Transform and Unified Universality Theorem for Deep and Shallow Joint-Group-Equivariant Machines ICML 2025 Delay-DSGN: A Dynamic Spiking Graph Neural Network with Delay Mechanisms for Evolving Graph ICML 2025 Delta-NAS: Difference of Architecture Encoding for Predictor-Based Evolutionary Neural Architecture Search WACV 2025