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Learning Theory

5,334 papers

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Papers

Self-training Converts Weak Learners to Strong Learners in Mixture Models AISTATS 2022
Nuances in Margin Conditions Determine Gains in Active Learning AISTATS 2022
Hardness of Learning a Single Neuron with Adversarial Label Noise AISTATS 2022
The Curse of Passive Data Collection in Batch Reinforcement Learning AISTATS 2022
Debiasing Samples from Online Learning Using Bootstrap AISTATS 2022
Characterizing and Understanding the Generalization Error of Transfer Learning with Gibbs Algorithm AISTATS 2022
Regret, stability & fairness in matching markets with bandit learners AISTATS 2022
Sharp Bounds for Federated Averaging (Local SGD) and Continuous Perspective AISTATS 2022
Best Arm Identification with Safety Constraints AISTATS 2022
Towards Agnostic Feature-based Dynamic Pricing: Linear Policies vs Linear Valuation with Unknown Noise AISTATS 2022
Minimal Expected Regret in Linear Quadratic Control AISTATS 2022
Tight bounds for minimum $\ell_1$-norm interpolation of noisy data AISTATS 2022
On the Oracle Complexity of Higher-Order Smooth Non-Convex Finite-Sum Optimization AISTATS 2022
On the Implicit Bias of Gradient Descent for Temporal Extrapolation AISTATS 2022
Sample Complexity of Policy-Based Methods under Off-Policy Sampling and Linear Function Approximation AISTATS 2022
PAC Learning of Quantum Measurement Classes : Sample Complexity Bounds and Universal Consistency AISTATS 2022
Feature Collapsing for Gaussian Process Variable Ranking AISTATS 2022
Transductive Robust Learning Guarantees AISTATS 2022
The role of optimization geometry in single neuron learning AISTATS 2022
Diversity and Generalization in Neural Network Ensembles AISTATS 2022
Learning with Distributional Inverters ALT 2022
Universal Online Learning with Unbounded Losses: Memory Is All You Need ALT 2022
Algorithms for learning a mixture of linear classifiers ALT 2022
Leveraging Initial Hints for Free in Stochastic Linear Bandits ALT 2022
Lower Bounds on the Total Variation Distance Between Mixtures of Two Gaussians ALT 2022