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Learning Theory

5,312 papers

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Papers

Logarithmic Regret for Episodic Continuous-Time Linear-Quadratic Reinforcement Learning over a Finite-Time Horizon JMLR 2022
KL-UCB-Switch: Optimal Regret Bounds for Stochastic Bandits from Both a Distribution-Dependent and a Distribution-Free Viewpoints JMLR 2022
Training Two-Layer ReLU Networks with Gradient Descent is Inconsistent JMLR 2022
Deep Limits and a Cut-Off Phenomenon for Neural Networks JMLR 2022
Multi-Agent Multi-Armed Bandits with Limited Communication JMLR 2022
Quantile regression with ReLU Networks: Estimators and minimax rates JMLR 2022
Simple Agent, Complex Environment: Efficient Reinforcement Learning with Agent States JMLR 2022
The Interplay Between Implicit Bias and Benign Overfitting in Two-Layer Linear Networks JMLR 2022
Nonstochastic Bandits with Composite Anonymous Feedback JMLR 2022
Information-Theoretic Characterization of the Generalization Error for Iterative Semi-Supervised Learning JMLR 2022
Expected Regret and Pseudo-Regret are Equivalent When the Optimal Arm is Unique JMLR 2022
Intrinsic Dimension Estimation Using Wasserstein Distance JMLR 2022
Oracle Complexity in Nonsmooth Nonconvex Optimization JMLR 2022
Minimax optimal approaches to the label shift problem in non-parametric settings JMLR 2022
On the Effectiveness of Iterative Learning Control L4DC 2022
On the Sample Complexity of Stability Constrained Imitation Learning L4DC 2022
Learning POMDP Models with Similarity Space Regularization: a Linear Gaussian Case Study L4DC 2022
Learning to Reach, Swim, Walk and Fly in One Trial: Data-Driven Control with Scarce Data and Side Information L4DC 2022
Block Contextual MDPs for Continual Learning L4DC 2022
Sample Complexity of the Robust LQG Regulator with Coprime Factors Uncertainty L4DC 2022
Generalization Bounded Implicit Learning of Nearly Discontinuous Functions L4DC 2022
Towards IID representation learning and its application on biomedical data MIDL 2022
On the Effect of Pretraining Corpora on In-context Learning by a Large-scale Language Model NAACL 2022
Unbiased Math Word Problems Benchmark for Mitigating Solving Bias NAACL 2022
On the Limitations of Dataset Balancing: The Lost Battle Against Spurious Correlations NAACL 2022