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Learning Theory

5,312 papers

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Papers

Q-learning with Logarithmic Regret AISTATS 2021
Intrinsic Dimensionality Explains the Effectiveness of Language Model Fine-Tuning IJCNLP 2021
Learning Infinite-horizon Average-reward MDPs with Linear Function Approximation AISTATS 2021
Adaptive Curriculum Learning ICCV 2021
On the Theory of Reinforcement Learning with Once-per-Episode Feedback NIPS 2021
Provably Efficient Reinforcement Learning with Linear Function Approximation under Adaptivity Constraints NIPS 2021
A Biased Graph Neural Network Sampler with Near-Optimal Regret NIPS 2021
Pure Exploration in Kernel and Neural Bandits NIPS 2021
Does Invariant Risk Minimization Capture Invariance? AISTATS 2021
Dynamic Balancing for Model Selection in Bandits and RL ICML 2021
A Normative and Biologically Plausible Algorithm for Independent Component Analysis NIPS 2021
Local Differential Privacy for Regret Minimization in Reinforcement Learning NIPS 2021
Efficient Bayesian network structure learning via local Markov boundary search NIPS 2021
Gaussian Approximation for Bias Reduction in Q-Learning JMLR 2021
Decomposition-Guided Reductions for Argumentation and Treewidth IJCAI 2021
Counterfactual Maximum Likelihood Estimation for Training Deep Networks NIPS 2021
Deep learning is adaptive to intrinsic dimensionality of model smoothness in anisotropic Besov space NIPS 2021
Reanalyzing the Most Probable Sentence Problem: A Case Study in Explicating the Role of Entropy in Algorithmic Complexity EACL 2021
On the Generalization Power of Overfitted Two-Layer Neural Tangent Kernel Models ICML 2021
Adversarial Robustness Guarantees for Random Deep Neural Networks ICML 2021
Learning and certification under instance-targeted poisoning UAI 2021
Interpolation can hurt robust generalization even when there is no noise NIPS 2021
A Sharp Analysis of Model-based Reinforcement Learning with Self-Play ICML 2021
Time-dependent Entity Embedding is not All You Need: A Re-evaluation of Temporal Knowledge Graph Completion Models under a Unified Framework EMNLP 2021
Misspecified Gaussian Process Bandit Optimization NIPS 2021