Active Learning

Towards Fewer Annotations: Active Learning via Region Impurity and Prediction Uncertainty for Domain Adaptive Semantic Segmentation CVPR 2022 Bridge-Based Active Domain Adaptation for Aspect Term Extraction ACL 2021 Embodied Visual Active Learning for Semantic Segmentation AAAI 2021 LADA: Look-Ahead Data Acquisition via Augmentation for Deep Active Learning NeurIPS 2021 MTAAL: Multi-Task Adversarial Active Learning for Medical Named Entity Recognition and Normalization AAAI 2021 Nearest Neighbor Classifier Embedded Network for Active Learning AAAI 2021 Phrase-level Active Learning for Neural Machine Translation EMNLP 2021 QActor: Active Learning on Noisy Labels ACML 2021 SIMILAR: Submodular Information Measures Based Active Learning In Realistic Scenarios NeurIPS 2021 VaB-AL: Incorporating Class Imbalance and Difficulty With Variational Bayes for Active Learning CVPR 2021 Active Learning Approaches to Enhancing Neural Machine Translation EMNLP 2020 A Smart System to Generate and Validate Question Answer Pairs for COVID-19 Literature EMNLP 2020 Reinforced active learning for image segmentation ICLR 2020 Uncertainty and Traffic-Aware Active Learning for Semantic Parsing EMNLP 2020 Learning Loss for Active Learning CVPR 2019 Low-resource Deep Entity Resolution with Transfer and Active Learning ACL 2019 Practical Obstacles to Deploying Active Learning EMNLP 2019 Adversarial Active Learning for Sequences Labeling and Generation IJCAI 2018 On Whom Should I Perform this Lab Test Next? An Active Feature Elicitation Approach IJCAI 2018 Towards Human-Machine Cooperation: Self-Supervised Sample Mining for Object Detection CVPR 2018 Mining Object Parts From CNNs via Active Question-Answering CVPR 2017 Discriminative Batch Mode Active Learning NeurIPS 2007