Active Learning

Active Learning for Neural PDE Solvers ICLR 2025 Active Learning for Vision Language Models WACV 2025 Active Learning Meets Foundation Models: Fast Remote Sensing Data Annotation for Object Detection ICCV 2025 Active Learning with Context Sampling and One-vs-Rest Entropy for Semantic Segmentation WACV 2025 Active Multimodal Distillation for Few-shot Action Recognition IJCAI 2025 Active Reinforcement Learning Strategies for Offline Policy Improvement AAAI 2025 Active Symbolic Discovery of Ordinary Differential Equations via Phase Portrait Sketching AAAI 2025 AcZeroTS: Active Learning for Zero-shot Tissue Segmentation in Pathology Images ICCV 2025 Adaptive Deep Learning from Crowds IJCAI 2025 ADAPTIVE IE: Investigating the Complementarity of Human-AI Collaboration to Adaptively Extract Information on-the-fly COLING 2025 Adaptive Sampling to Reduce Epistemic Uncertainty Using Prediction Interval-Generation Neural Networks AAAI 2025 Adaptive teachers for amortized samplers ICLR 2025 Add-One-In: Incremental Sample Selection for Large Language Models via a Choice-Based Greedy Paradigm EMNLP 2025 Advancing African-Accented English Speech Recognition: Epistemic Uncertainty-Driven Data Selection for Generalizable ASR Models ACL 2025 ALLabel: Three-stage Active Learning for LLM-based Entity Recognition using Demonstration Retrieval EMNLP 2025 All models are wrong, some are useful: Model Selection with Limited Labels AISTATS 2025 An Active Learning Framework for Inclusive Generation by Large Language Models COLING 2025 Annotation-Efficient Language Model Alignment via Diverse and Representative Response Texts EMNLP 2025 A Novel Sparse Active Online Learning Framework for Fast and Accurate Streaming Anomaly Detection Over Data Streams IJCAI 2025 AS-Det: Active Sampling for Adaptive 3D Object Detection in Point Clouds AAAI 2025 A Semantic Uncertainty Sampling Strategy for Back-Translation in Low-Resources Neural Machine Translation ACL 2025 Ask Patients with Patience: Enabling LLMs for Human-Centric Medical Dialogue with Grounded Reasoning EMNLP 2025 ATGen: A Framework for Active Text Generation ACL 2025 Attributes as Textual Genes: Leveraging LLMs as Genetic Algorithm Simulators for Conditional Synthetic Data Generation EMNLP 2025 AutoSciLab: A Self-Driving Laboratory for Interpretable Scientific Discovery AAAI 2025