Active Learning

Active Surrogate Estimators: An Active Learning Approach to Label-Efficient Model Evaluation NeurIPS 2022 AcTune: Uncertainty-Based Active Self-Training for Active Fine-Tuning of Pretrained Language Models NAACL 2022 Adapting Coreference Resolution Models through Active Learning ACL 2022 Adaptive Sampling for Discovery NeurIPS 2022 Adaptive Sampling for Heterogeneous Rank Aggregation from Noisy Pairwise Comparisons AISTATS 2022 A Fast Algorithm for PAC Combinatorial Pure Exploration AAAI 2022 A Framework for Learning to Request Rich and Contextually Useful Information from Humans ICML 2022 AfroLM: A Self-Active Learning-based Multilingual Pretrained Language Model for 23 African Languages EMNLP 2022 AI Assisted Data Labeling with Interactive Auto Label AAAI 2022 AK: Attentive Kernel for Information Gathering RSS 2022 A label efficient two-sample test UAI 2022 A Lagrangian Duality Approach to Active Learning NeurIPS 2022 A Last Switch Dependent Analysis of Satiation and Seasonality in Bandits AISTATS 2022 ALGES: Active Learning with Gradient Embeddings for Semantic Segmentation of Laparoscopic Surgical Images MLHC 2022 ALLSH: Active Learning Guided by Local Sensitivity and Hardness NAACL 2022 ALToolbox: A Set of Tools for Active Learning Annotation of Natural Language Texts EMNLP 2022 A Murder and Protests, the Capitol Riot, and the Chauvin Trial: Estimating Disparate News Media Stance IJCAI 2022 Analysis of Self-Supervised Learning and Dimensionality Reduction Methods in Clustering-Based Active Learning for Speech Emotion Recognition Interspeech 2022 An Efficient Active Learning Pipeline for Legal Text Classification EMNLP 2022 A Neural Pre-Conditioning Active Learning Algorithm to Reduce Label Complexity NeurIPS 2022 Annotation Cost-Sensitive Deep Active Learning with Limited Data (Student Abstract) AAAI 2022 Approximate Bayesian Computation with Domain Expert in the Loop ICML 2022 Are all Frames Equal? Active Sparse Labeling for Video Action Detection NeurIPS 2022 A Simple Unified Framework for High Dimensional Bandit Problems ICML 2022 Ask4Help: Learning to Leverage an Expert for Embodied Tasks NeurIPS 2022