Active Learning

Sequential Mode Estimation with Oracle Queries AAAI 2020 State-Relabeling Adversarial Active Learning CVPR 2020 Stopping criterion for active learning based on deterministic generalization bounds AISTATS 2020 Synbols: Probing Learning Algorithms with Synthetic Datasets NeurIPS 2020 Task-Oriented Active Perception and Planning in Environments with Partially Known Semantics ICML 2020 Teaching with Limited Information on the Learner’s Behaviour ICML 2020 Textual Data Augmentation for Efficient Active Learning on Tiny Datasets EMNLP 2020 Textual Membership Queries IJCAI 2020 The Power of Comparisons for Actively Learning Linear Classifiers NeurIPS 2020 The Sample Complexity of Best-k Items Selection from Pairwise Comparisons ICML 2020 Thompson Sampling for Linearly Constrained Bandits AISTATS 2020 Thompson Sampling for Unsupervised Sequential Selection ACML 2020 Thompson Sampling via Local Uncertainty ICML 2020 Top-Rank-Focused Adaptive Vote Collection for the Evaluation of Domain-Specific Semantic Models EMNLP 2020 Towards Non-Parametric Drift Detection via Dynamic Adapting Window Independence Drift Detection (DAWIDD) ICML 2020 TrainX – Named Entity Linking with Active Sampling and Bi-Encoders COLING 2020 TrueLearn: A Family of Bayesian Algorithms to Match Lifelong Learners to Open Educational Resources AAAI 2020 Uncertainty and Traffic-Aware Active Learning for Semantic Parsing EMNLP 2020 Uncertainty-Aware Curriculum Learning for Neural Machine Translation ACL 2020 Uncertainty Modeling for Machine Comprehension Systems using Efficient Bayesian Neural Networks COLING 2020 Understanding the Effects of Batching in Online Active Learning AISTATS 2020 Understanding the Power and Limitations of Teaching with Imperfect Knowledge IJCAI 2020 Understanding the Tradeoff between Cost and Quality of Expert Annotations for Keyphrase Extraction COLING 2020 ViewAL: Active Learning With Viewpoint Entropy for Semantic Segmentation CVPR 2020 Voice for the Voiceless: Active Sampling to Detect Comments Supporting the Rohingyas AAAI 2020