conftrace_

distribution-free learning

9 papers

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Co-occurring keywords

online learning (1777) support vector machine (978) linear classifier (120) generalization bound (652) adversarial perturbation (384) wasserstein metric (29) membership query (22) regular expression (24) polynomial approximation (20) average smoothness (4)

Papers

On the Hardness of Learning Regular Expressions ALT 2026
Efficient Agnostic Learning with Average Smoothness ALT 2024
Distribution Free Domain Generalization ICML 2023
When are Local Queries Useful for Robust Learning? NIPS 2022
On the Complexity of Proper Distribution-Free Learning of Linear Classifiers ALT 2020
Robust Hypothesis Testing Using Wasserstein Uncertainty Sets NIPS 2018
Distribution-independent Reliable Learning COLT 2014
Consistency of Nearest Neighbor Classification under Selective Sampling COLT 2012
Generalizing from Several Related Classification Tasks to a New Unlabeled Sample NIPS 2011