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active learning (4) massart noise (2) classification noise (2) convex booster (1) symmetry breaking (1) margin based technique (1) kwik framework (1) bounded noise (1) weak dependence (1) memory lower bound (1)

Papers

Random Classification Noise does not defeat All Convex Potential Boosters Irrespective of Model Choice ICML 2023 Noise-tolerant, Reliable Active Classification with Comparison Queries COLT 2020 Space lower bounds for linear prediction in the streaming model COLT 2019 Efficient Co-Training of Linear Separators under Weak Dependence COLT 2017 Efficient Learning of Linear Separators under Bounded Noise COLT 2015 Active and passive learning of linear separators under log-concave distributions COLT 2013 Trading off Mistakes and Don't-Know Predictions NeurIPS 2010 Analysis of Perceptron-Based Active Learning JMLR 2009