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Learning Theory

5312 directly classified papers

Papers per year

Papers

Critical Gap Between Generalization Error and Empirical Error in Active Learning WACV 2024
The Effect of Generalisation on the Inadequacy of the Mode EACL 2024
The sample complexity of ERMs in stochastic convex optimization AISTATS 2024
Approximate Information Tests on Statistical Submanifolds JMLR 2024
Learning with Norm Constrained, Over-parameterized, Two-layer Neural Networks JMLR 2024
Improved Regret Bounds of (Multinomial) Logistic Bandits via Regret-to-Confidence-Set Conversion AISTATS 2024
Gibbs-Based Information Criteria and the Over-Parameterized Regime AISTATS 2024
InstructEval: Towards Holistic Evaluation of Instruction-Tuned Large Language Models EACL 2024
ImageNet-D: Benchmarking Neural Network Robustness on Diffusion Synthetic Object CVPR 2024
Unbiased Faster R-CNN for Single-source Domain Generalized Object Detection CVPR 2024
Mentored Learning: Improving Generalization and Convergence of Student Learner JMLR 2024
A Characterization of Multioutput Learnability JMLR 2024
On learning history-based policies for controlling Markov decision processes AISTATS 2024
A Proposal for Scaling the Scaling Laws EACL 2024
Exponential Tail Local Rademacher Complexity Risk Bounds Without the Bernstein Condition JMLR 2024
Information-Theoretic Generalization Bounds for Transductive Learning and its Applications JMLR 2024
Optimal Clustering with Bandit Feedback JMLR 2024
On the Limited Generalization Capability of the Implicit Reward Model Induced by Direct Preference Optimization EMNLP 2024
On the Scalability of Diffusion-based Text-to-Image Generation CVPR 2024
Optimal Learning Policies for Differential Privacy in Multi-armed Bandits JMLR 2024
Debiasing Evaluations That Are Biased by Evaluations JMLR 2024
Adaptivity and Non-stationarity: Problem-dependent Dynamic Regret for Online Convex Optimization JMLR 2024
Target Speaker Extraction with Curriculum Learning INTERSPEECH 2024
Functional Directed Acyclic Graphs JMLR 2024
Optimal Weighted Random Forests JMLR 2024