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tsybakov noise

6 papers

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Co-occurring keywords

active learning (1301) label complexity (58) massart noise (17) pac learning (283) non-realizable case (1) distribution drift (18) stream-based learning (5) minimax bounds (13) disagreement-based learning (2) halfspace classification (11)

Papers

Efficient Active Learning Halfspaces with Tsybakov Noise: A Non-convex Optimization Approach AISTATS 2024
Improved Algorithms for Efficient Active Learning Halfspaces with Massart and Tsybakov Noise COLT 2021
Noise-tolerant, Reliable Active Classification with Comparison Queries COLT 2020
Optimal rates for stochastic convex optimization under Tsybakov noise condition ICML 2013
Active Learning with a Drifting Distribution NIPS 2011
Multi-View Active Learning in the Non-Realizable Case NIPS 2010