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Learning Theory

5312 directly classified papers

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Papers

Improving Exact Algorithm for Pseudo Boolean Optimization with Two New Phase Selection Heuristics AAAI 2026
Unlearning in Cross-Modal Retrieval via Prior-Prototype Guided Partitioned Dampening AAAI 2026
SoMe: A Realistic Benchmark for LLM-based Social Media Agents AAAI 2026
Computer Vision Modeling of the Development of Geometric and Numerical Concepts in Humans AAAI 2026
Learning Protein–Ligand Binding in Hyperbolic Space AAAI 2026
ELSPR: Evaluator LLM Training Data Self-Purification on Non-Transitive Preferences via Tournament Graph Reconstruction AAAI 2026
Variation-Bounded Loss for Noise-Tolerant Learning AAAI 2026
MDK12-Bench: A Multi-Discipline Benchmark for Evaluating Reasoning in Multimodal Large Language Models AAAI 2026
LocalBench: Benchmarking LLMs on County-Level Local Knowledge and Reasoning AAAI 2026
Specification-Guided Reinforcement Learning AAAI 2026
Repetition Makes Perfect: Recurrent Graph Neural Networks Match Message Passing Limit AAAI 2026
Semi-supervised Domain Adaptation via Mutual Alignment through Joint Error WACV 2026
Towards Understanding In-Context Learning of Transformers Under Non-I.I.D. Scenarios AAAI 2026
Scaling Laws for Conditional Emergence of Multilingual Image Captioning via Generalization from Translation AAAI 2026
Beyond the Lower Bound: Bridging Regret Minimization and Best Arm Identification in Lexicographic Bandits AAAI 2026
Quantum Lipschitz Bandits AAAI 2026
On the Learning Dynamics of Two-layer Linear Networks with Label Noise SGD AAAI 2026
Beyond Sharpness: The Role of Nonuniformity in Generalization AAAI 2026
Unified Structural Factors for Transfer Learning Generalization with PAC-Bayesian Guarantees AAAI 2026
On Robustness of Linear Classifiers to Targeted Data Poisoning AAAI 2026
Beyond Monotonicity: Revisiting Factorization Principles in Multi-Agent Q-Learning AAAI 2026
Robust Decentralized Multi-armed Bandits: From Corruption-Resilience to Byzantine-Resilience AAAI 2026
Stabilizing Policy Gradient Methods via Reward Profiling AAAI 2026
Scaling Law Analysis in Federated Learning: How to Select the Optimal Model Size? AAAI 2026
Best Arm Identification with Biased Contexts AAAI 2026