Active Learning

Cleaning the Pool: Progressive Filtering of Unlabeled Pools in Deep Active Learning CVPR 2026 LiGen: Active Lipid Generation via a Molecular Language Model ACL 2026 MDS-VQA: Model-Informed Data Selection for Video Quality Assessment CVPR 2026 Portable Active Learning for Object Detection CVPR 2026 AS-Det: Active Sampling for Adaptive 3D Object Detection in Point Clouds AAAI 2025 Debiased Active Learning with Variational Gradient Rectifier AAAI 2025 Effortless Active Labeling for Long-Term Test-Time Adaptation CVPR 2025 From Selection to Generation: A Survey of LLM-based Active Learning ACL 2025 How to select slices for annotation to train best-performing deep learning segmentation models for cross-sectional medical images? MIDL 2025 Hybrid Data Sampling for ASR: Integrating Acoustic Diversity and Transcription Uncertainty Interspeech 2025 Multi-Edge Reinforced Collaborative Data Acquisition for Continuous Video Analytics by Prioritizing Quality over Quantity AAAI 2025 Omni-Query Active Learning for Source-Free Domain Adaptive Cross-Modality 3D Semantic Segmentation AAAI 2025 Active learning of neural population dynamics using two-photon holographic optogenetics NeurIPS 2024 Boundary Matters: A Bi-Level Active Finetuning Method NeurIPS 2024 ELAD: Explanation-Guided Large Language Models Active Distillation ACL 2024 STONE: A Submodular Optimization Framework for Active 3D Object Detection NeurIPS 2024 Deep Active Learning for Morphophonological Processing ACL 2023 No Change, No Gain: Empowering Graph Neural Networks with Expected Model Change Maximization for Active Learning NeurIPS 2023 Pixel Is All You Need: Adversarial Trajectory-Ensemble Active Learning for Salient Object Detection AAAI 2023 Active Learning Helps Pretrained Models Learn the Intended Task NeurIPS 2022 Active Teacher for Semi-Supervised Object Detection CVPR 2022 Batch Active Learning with Graph Neural Networks via Multi-Agent Deep Reinforcement Learning AAAI 2022 Deep Active Learning by Leveraging Training Dynamics NeurIPS 2022 Improving Large-Scale Conversational Assistants using Model Interpretation based Training Sample Selection EMNLP 2022 Meta-Query-Net: Resolving Purity-Informativeness Dilemma in Open-set Active Learning NeurIPS 2022