Active Learning

Discover-Then-Rank Unlabeled Support Vectors in the Dual Space for Multi-Class Active Learning ICML 2023 Disentangled Multi-Fidelity Deep Bayesian Active Learning ICML 2023 DITTO: Data-efficient and Fair Targeted Subset Selection for ASR Accent Adaptation ACL 2023 Divide and Adapt: Active Domain Adaptation via Customized Learning CVPR 2023 Does Knowing When Help Is Needed Improve Subgoal Hint Performance in an Intelligent Data-Driven Logic Tutor? AAAI 2023 DynaMS: Dyanmic Margin Selection for Efficient Deep Learning ICLR 2023 EASAL: Entity-Aware Subsequence-Based Active Learning for Named Entity Recognition AAAI 2023 Efficient Failure Pattern Identification of Predictive Algorithms UAI 2023 Efficient Online Decision Tree Learning with Active Feature Acquisition IJCAI 2023 Enhancing Extreme Multi-Label Text Classification: Addressing Challenges in Model, Data, and Evaluation EMNLP 2023 Entity Disambiguation on a Tight Labeling Budget EMNLP 2023 Evaluating and Improving Interactions with Hazy Oracles AAAI 2023 Evidential Interactive Learning for Medical Image Captioning ICML 2023 Facial Expression Recognition with Adaptive Frame Rate based on Multiple Testing Correction ICML 2023 FAIR: Fair Collaborative Active Learning with Individual Rationality for Scientific Discovery AISTATS 2023 Fast and Regret Optimal Best Arm Identification: Fundamental Limits and Low-Complexity Algorithms NeurIPS 2023 Fault Injection Based Interventional Causal Learning for Distributed Applications AAAI 2023 Find Rhinos without Finding Rhinos: Active Learning with Multimodal Imagery of South African Rhino Habitats IJCAI 2023 FIRAL: An Active Learning Algorithm for Multinomial Logistic Regression NeurIPS 2023 Fixed-Budget Best-Arm Identification with Heterogeneous Reward Variances UAI 2023 Fleet Active Learning: A Submodular Maximization Approach CoRL 2023 For Women, Life, Freedom: A Participatory AI-Based Social Web Analysis of a Watershed Moment in Iran's Gender Struggles IJCAI 2023 FreeAL: Towards Human-Free Active Learning in the Era of Large Language Models EMNLP 2023 Full or Weak Annotations? An Adaptive Strategy for Budget-Constrained Annotation Campaigns CVPR 2023 Generative Flow Networks for Precise Reward-Oriented Active Learning on Graphs IJCAI 2023