active learning

Position: Bayesian Deep Learning is Needed in the Age of Large-Scale AI ICML 2024 Practice Makes Perfect: Planning to Learning Skill Parameter Policies RSS 2024 Predictive Accuracy-Based Active Learning for Medical Image Segmentation IJCAI 2024 Provably Neural Active Learning Succeeds via Prioritizing Perplexing Samples ICML 2024 Quantifying Local Model Validity using Active Learning UAI 2024 Querying Easily Flip-flopped Samples for Deep Active Learning ICLR 2024 Rebalancing Label Distribution While Eliminating Inherent Waiting Time in Multi Label Active Learning Applied to Transformers COLING 2024 Reciprocal Learning NeurIPS 2024 Regimes of No Gain in Multi-class Active Learning JMLR 2024 Resisting the Lure of the Skyline: Grounding Practices in Active Learning for Morphological Inflection ACL 2024 Revisiting the Domain Shift and Sample Uncertainty in Multi-source Active Domain Transfer CVPR 2024 Robust Active Measuring under Model Uncertainty AAAI 2024 Robust Offline Active Learning on Graphs NeurIPS 2024 Robust Transfer Learning for Active Level Set Estimation with Locally Adaptive Gaussian Process Prior ACML 2024 SEL-BALD: Deep Bayesian Active Learning with Selective Labels NeurIPS 2024 Selective Annotation via Data Allocation: These Data Should Be Triaged to Experts for Annotation Rather Than the Model EMNLP 2024 Self-Training for Sample-Efficient Active Learning for Text Classification with Pre-Trained Language Models EMNLP 2024 Semi-supervised Active Learning for Video Action Detection AAAI 2024 STAR: Constraint LoRA with Dynamic Active Learning for Data-Efficient Fine-Tuning of Large Language Models ACL 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