Learning Theory

lpNTK: Better Generalisation with Less Data via Sample Interaction During Learning ICLR 2024 Majority-of-Three: The Simplest Optimal Learner? COLT 2024 MAP- and MLE-Based Teaching JMLR 2024 Matching the Statistical Query Lower Bound for k-Sparse Parity Problems with Sign Stochastic Gradient Descent NeurIPS 2024 Mathematical Justification of Hard Negative Mining via Isometric Approximation Theorem ICLR 2024 Maximum Likelihood Estimation is All You Need for Well-Specified Covariate Shift ICLR 2024 MaxMin-RLHF: Alignment with Diverse Human Preferences ICML 2024 Mean-Field Analysis for Learning Subspace-Sparse Polynomials with Gaussian Input NeurIPS 2024 Mean-field Analysis on Two-layer Neural Networks from a Kernel Perspective ICML 2024 Mechanics of Next Token Prediction with Self-Attention AISTATS 2024 Mechanistically analyzing the effects of fine-tuning on procedurally defined tasks ICLR 2024 Membership Testing in Markov Equivalence Classes via Independence Queries AISTATS 2024 Memorization Through the Lens of Curvature of Loss Function Around Samples ICML 2024 Memorization With Neural Nets: Going Beyond the Worst Case JMLR 2024 Memory of recurrent networks: Do we compute it right? JMLR 2024 Mentored Learning: Improving Generalization and Convergence of Student Learner JMLR 2024 MEPSI: An MDL-Based Ensemble Pruning Approach with Structural Information AAAI 2024 MEQA: A Benchmark for Multi-hop Event-centric Question Answering with Explanations NeurIPS 2024 Meta-Cognitive Analysis: Evaluating Declarative and Procedural Knowledge in Datasets and Large Language Models COLING 2024 Meta Learning in Bandits within shared affine Subspaces AISTATS 2024 Metric Learning from Limited Pairwise Preference Comparisons UAI 2024 Minimax Excess Risk of First-Order Methods for Statistical Learning with Data-Dependent Oracles AISTATS 2024 Minimax Risk Classifiers for Mislabeled Data: a Study on Patient Outcome Prediction Tasks MLHC 2024 Minimum Norm Interpolation Meets The Local Theory of Banach Spaces ICML 2024 Minimum-Norm Interpolation Under Covariate Shift ICML 2024