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label complexity

63 papers

Papers

On the Power of Localized Perceptron for Label-Optimal Learning of Halfspaces with Adversarial Noise ICML 2021 Selective Sampling for Online Best-arm Identification NeurIPS 2021 Active Local Learning COLT 2020 Adaptive Region-Based Active Learning ICML 2020 Efficient active learning of sparse halfspaces with arbitrary bounded noise NeurIPS 2020 LdSM: Logarithm-depth Streaming Multi-label Decision Trees AISTATS 2020 Understanding the Effects of Batching in Online Active Learning AISTATS 2020 Active Learning with Disagreement Graphs ICML 2019 The Label Complexity of Active Learning from Observational Data NeurIPS 2019 Active Nearest-Neighbor Learning in Metric Spaces JMLR 2018 Active Tolerant Testing COLT 2018 An Adaptive Strategy for Active Learning with Smooth Decision Boundary ALT 2018 Efficient active learning of sparse halfspaces COLT 2018 Active Heteroscedastic Regression ICML 2017 Multi-instance multi-label active learning IJCAI 2017 Noise-Tolerant Interactive Learning Using Pairwise Comparisons NeurIPS 2017 Revisiting Perceptron: Efficient and Label-Optimal Learning of Halfspaces NeurIPS 2017 Active Nearest-Neighbor Learning in Metric Spaces NeurIPS 2016 The Label Complexity of Mixed-Initiative Classifier Training ICML 2016 A Compression Technique for Analyzing Disagreement-Based Active Learning JMLR 2015 Active Learning from Weak and Strong Labelers NeurIPS 2015 Convergence Rates of Active Learning for Maximum Likelihood Estimation NeurIPS 2015 Active Imitation Learning: Formal and Practical Reductions to I.I.D. Learning JMLR 2014 Beyond Disagreement-Based Agnostic Active Learning NeurIPS 2014 Activized Learning with Uniform Classification Noise ICML 2013