Active Learning

Multi-Fidelity Best-Arm Identification NeurIPS 2022 Multilingual Detection of Personal Employment Status on Twitter ACL 2022 Multi-View Active Learning for Short Text Classification in User-Generated Data EMNLP 2022 Near Instance Optimal Model Selection for Pure Exploration Linear Bandits AISTATS 2022 Nearly Optimal Algorithms for Level Set Estimation AISTATS 2022 Near-Optimal Task Selection for Meta-Learning with Mutual Information and Online Variational Bayesian Unlearning AISTATS 2022 Neural Contextual Bandits with Deep Representation and Shallow Exploration ICLR 2022 Neural Program Synthesis with Query ICLR 2022 Non-parametric Online Learning from Human Feedback for Neural Machine Translation AAAI 2022 Norm-Agnostic Linear Bandits AISTATS 2022 Not All Labels Are Equal: Rationalizing the Labeling Costs for Training Object Detection CVPR 2022 N-Penetrate: Active Learning of Neural Collision Handler for Complex 3D Mesh Deformations ICML 2022 Nuances in Margin Conditions Determine Gains in Active Learning AISTATS 2022 OLALA: Object-Level Active Learning for Efficient Document Layout Annotation EMNLP 2022 One-Bit Active Query With Contrastive Pairs CVPR 2022 On Efficiently Acquiring Annotations for Multilingual Models ACL 2022 One Size Does Not Fit All: The Case for Personalised Word Complexity Models NAACL 2022 Online Active Regression ICML 2022 Online Continual Adaptation with Active Self-Training AISTATS 2022 Online Coreset Selection for Rehearsal-based Continual Learning ICLR 2022 Online Decision Mediation NeurIPS 2022 Online Learning of Open-set Speaker Identification by Active User-registration Interspeech 2022 Online Learning to Transport via the Minimal Selection Principle COLT 2022 On the Finite-Time Performance of the Knowledge Gradient Algorithm ICML 2022 On the Importance of Effectively Adapting Pretrained Language Models for Active Learning ACL 2022