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Co-occurring keywords

active learning (1301) support vector machine (978) pool-based active learning (15) kernel methods (1097) generalization error (285) binary classification (678) disagreement coefficient (10) classification learning (3) best arm identification (85) minimax optimal (90)

Papers

The Star Number and Eluder Dimension: Elementary Observations About the Dimensions of Disagreement COLT 2024
On Sample-Efficient Offline Reinforcement Learning: Data Diversity, Posterior Sampling and Beyond NIPS 2023
Margin-distancing for safe model explanation AISTATS 2022
DirectProbe: Studying Representations without Classifiers NAACL 2021
Practical, Provably-Correct Interactive Learning in the Realizable Setting: The Power of True Believers NIPS 2021
Improved Algorithms for Agnostic Pool-based Active Classification ICML 2021
Active Learning with Disagreement Graphs ICML 2019
Active Boosted Learning (ActBoost) AISTATS 2011
Agnostic Active Learning Without Constraints NIPS 2010
Active Learning by Spherical Subdivision JMLR 2008
Support Vector Machine Active Learning with Applications to Text Classification JMLR 2001
Bayes Point Machines JMLR 2001