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Learning Theory

5312 directly classified papers

Papers per year

Papers

Do Generative Video Models Understand Physical Principles? WACV 2026
Diversity patterns run deep: Impact of diversity intake on multiword expression identification EACL 2026
Personal Information Parroting in Language Models EACL 2026
TimeMachine-bench: A Benchmark for Evaluating Model Capabilities in Repository-Level Migration Tasks EACL 2026
A Regex Minimization Benchmark: A PSPACE-Complete Challenge for Language Models EACL 2026
RoSE: Round-robin Synthetic Data Evaluation for Selecting LLM Generators without Human Test Sets EACL 2026
Revisiting Generalization Across Difficulty Levels: It’s Not So Easy EACL 2026
Pelican Soup Framework: A Theoretical Framework for Language Model Capabilities EACL 2026
Revealing Redundant Syntax in Large Language Models through Multi-Hop Dependency Paths EACL 2026
Cylindrical Lattice Embedding for Program Induction AAAI 2026
Out of Distribution, Out of Luck: Process Rewards Misguide Reasoning Models EACL 2026
Memorization and Expressivity in Transformers: A Learning-Theoretic Perspective AAAI 2026
Sleep-Like Replay Reduces Loss-Landscape Sharpness to Improve Generalization (Student Abstract) AAAI 2026
Theoretical Guarantees for Domain Adaptation with Hierarchical Optimal Transport (Abstract Reprint) AAAI 2026
The Search for Stability: Learning Dynamics of Strategic Publishers with Initial Documents (Abstract Reprint) AAAI 2026
Recursive Causal Discovery (Abstract Reprint) AAAI 2026
A Theoretical Model for Grit in Pursuing Ambitious Ends AAAI 2026
Preference Robustness for DPO with Applications to Public Health AAAI 2026
Efficient Solution and Learning of Robust Factored MDPs AAAI 2026
Gaussian Approximation for Two-Timescale Linear Stochastic Approximation AAAI 2026
Learning-Augmented Ski Rental with Discrete Distribution: A Bayesian Approach AAAI 2026
Robust Causal Discovery Under Imperfect Structural Constraints AAAI 2026
Theoretical and Empirical Analysis of Lehmer Codes to Search Permutation Spaces with Evolutionary Algorithms AAAI 2026
Towards a Rigorous Understanding of the Population Dynamics of the NSGA-III: Tight Runtime Bounds AAAI 2026
On the Exponential Convergence for Offline RLHF with Pairwise Comparisons AAAI 2026