Active Learning

Sparse Recovery With Multiple Data Streams: An Adaptive Sequential Testing Approach JMLR 2024 STAR: Constraint LoRA with Dynamic Active Learning for Data-Efficient Fine-Tuning of Large Language Models ACL 2024 Statistical curriculum learning: An elimination algorithm achieving an oracle risk COLT 2024 STL: Still Tricky Logic (for System Validation, Even When Showing Your Work) NeurIPS 2024 STONE: A Submodular Optimization Framework for Active 3D Object Detection NeurIPS 2024 Stream-based Active Learning for Anomalous Sound Detection in Machine Condition Monitoring Interspeech 2024 Structural Fairness-aware Active Learning for Graph Neural Networks ICLR 2024 TAAL: Target-Aware Active Learning COLING 2024 Testable Learning with Distribution Shift COLT 2024 The Human-AI Substitution game: active learning from a strategic labeler ICLR 2024 Think Twice Before Selection: Federated Evidential Active Learning for Medical Image Analysis with Domain Shifts CVPR 2024 TLab at #SMM4H 2024: Retrieval-Augmented Generation for ADE Extraction and Normalization ACL 2024 Towards Costless Model Selection in Contextual Bandits: A Bias-Variance Perspective AISTATS 2024 Training Ensembles With Inliers and Outliers for Semi-Supervised Active Learning WACV 2024 Transductive Active Learning: Theory and Applications NeurIPS 2024 Unbiased Active Semi-supervised Binary Classification Models IJCAI 2024 Universal Rates for Active Learning NeurIPS 2024 Using Large Language Models to Improve Query-based Constraint Acquisition IJCAI 2024 VideoCoT: A Video Chain-of-Thought Dataset with Active Annotation Tool ACL 2024 "What Data Benefits My Classifier?" Enhancing Model Performance and Interpretability through Influence-Based Data Selection ICLR 2024 When Parts Are Greater Than Sums: Individual LLM Components Can Outperform Full Models EMNLP 2024 When to Show a Suggestion? Integrating Human Feedback in AI-Assisted Programming AAAI 2024 XAL: EXplainable Active Learning Makes Classifiers Better Low-resource Learners NAACL 2024 AbdomenAtlas-8K: Annotating 8,000 CT Volumes for Multi-Organ Segmentation in Three Weeks NeurIPS 2023 A Competitive Algorithm for Agnostic Active Learning NeurIPS 2023