Active Learning

Evidential Uncertainty and Diversity Guided Active Learning for Scene Graph Generation ICLR 2023 Exploring Active 3D Object Detection from a Generalization Perspective ICLR 2023 Knowledge-Aware Federated Active Learning with Non-IID Data ICCV 2023 LLMaAA: Making Large Language Models as Active Annotators EMNLP 2023 Parameter-Efficient Language Model Tuning with Active Learning in Low-Resource Settings EMNLP 2023 Pushing the Accuracy-Group Robustness Frontier with Introspective Self-play ICLR 2023 Re-weighting Tokens: A Simple and Effective Active Learning Strategy for Named Entity Recognition EMNLP 2023 Selective Labeling: How to Radically Lower Data-Labeling Costs for Document Extraction Models EMNLP 2023 Active Learning with Safety Constraints NeurIPS 2022 CPRAL: Collaborative Panoptic-Regional Active Learning for Semantic Segmentation AAAI 2022 DoSA : A System to Accelerate Annotations on Business Documents with Human-in-the-Loop EMNLP 2022 Information Gain Propagation: a New Way to Graph Active Learning with Soft Labels ICLR 2022 Actively Identifying Causal Effects with Latent Variables Given Only Response Variable Observable NeurIPS 2021 Improved Algorithms for Efficient Active Learning Halfspaces with Massart and Tsybakov Noise COLT 2021 Investigating label suggestions for opinion mining in German Covid-19 social media ACL 2021 Nearest Neighbor Classifier Embedded Network for Active Learning AAAI 2021 Practical, Provably-Correct Interactive Learning in the Realizable Setting: The Power of True Believers NeurIPS 2021 QActor: Active Learning on Noisy Labels ACML 2021 Revisiting Superpixels for Active Learning in Semantic Segmentation With Realistic Annotation Costs CVPR 2021 SEAL: Self-supervised Embodied Active Learning using Exploration and 3D Consistency NeurIPS 2021 TAILOR: Teaching with Active and Incremental Learning for Object Registration AAAI 2021 The Active Sensing Testbed AAAI 2021 Transferable Query Selection for Active Domain Adaptation CVPR 2021 Active Imitation Learning with Noisy Guidance ACL 2020 Active Invariant Causal Prediction: Experiment Selection through Stability NeurIPS 2020