conftrace_

label complexity

58 papers

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Co-occurring keywords

active learning (1301) query complexity (183) pac learning (283) batch active learning (14) pool-based active learning (15) agnostic learning (76) uncertainty sampling (69) passive learning (15) tsybakov noise (6) disagreement coefficient (10)

Papers

Adaptive Region-Based Active Learning ICML 2020
Efficient active learning of sparse halfspaces with arbitrary bounded noise NIPS 2020
Active Learning with Disagreement Graphs ICML 2019
The Label Complexity of Active Learning from Observational Data NIPS 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
Revisiting Perceptron: Efficient and Label-Optimal Learning of Halfspaces NIPS 2017
Noise-Tolerant Interactive Learning Using Pairwise Comparisons NIPS 2017
Active Heteroscedastic Regression ICML 2017
Multi-instance multi-label active learning IJCAI 2017
Active Nearest-Neighbor Learning in Metric Spaces NIPS 2016
The Label Complexity of Mixed-Initiative Classifier Training ICML 2016
Active Learning from Weak and Strong Labelers NIPS 2015
A Compression Technique for Analyzing Disagreement-Based Active Learning JMLR 2015
Convergence Rates of Active Learning for Maximum Likelihood Estimation NIPS 2015
Active Imitation Learning: Formal and Practical Reductions to I.I.D. Learning JMLR 2014
Beyond Disagreement-Based Agnostic Active Learning NIPS 2014
Selective sampling algorithms for cost-sensitive multiclass prediction ICML 2013
Efficient Active Learning of Halfspaces: An Aggressive Approach JMLR 2013
Activized Learning with Uniform Classification Noise ICML 2013
Efficient Active Learning of Halfspaces: an Aggressive Approach ICML 2013
PLAL: Cluster-based active learning COLT 2013
Buy-in-Bulk Active Learning NIPS 2013