Active Learning

Multi-Resolution Active Learning of Fourier Neural Operators AISTATS 2024 Near-Optimal Pure Exploration in Matrix Games: A Generalization of Stochastic Bandits & Dueling Bandits AISTATS 2024 NeRF Director: Revisiting View Selection in Neural Volume Rendering CVPR 2024 Neural Active Learning Beyond Bandits ICLR 2024 Not All Preference Pairs Are Created Equal: A Recipe for Annotation-Efficient Iterative Preference Learning EMNLP 2024 One-shot Active Learning Based on Lewis Weight Sampling for Multiple Deep Models ICLR 2024 Online Calibrated and Conformal Prediction Improves Bayesian Optimization AISTATS 2024 Online Learning of Decision Trees with Thompson Sampling AISTATS 2024 On the Complexity of Teaching a Family of Linear Behavior Cloning Learners NeurIPS 2024 On the Convergence of Loss and Uncertainty-based Active Learning Algorithms NeurIPS 2024 On the Fragility of Active Learners for Text Classification EMNLP 2024 Optimal Clustering with Bandit Feedback JMLR 2024 Optimal Decision Tree and Adaptive Submodular Ranking with Noisy Outcomes JMLR 2024 Optimal Design for Human Preference Elicitation NeurIPS 2024 Optimal Exploration is no harder than Thompson Sampling AISTATS 2024 Optimal Top-Two Method for Best Arm Identification and Fluid Analysis NeurIPS 2024 Optimizing Relation Extraction in Medical Texts through Active Learning: A Comparative Analysis of Trade-offs EACL 2024 PageRank Bandits for Link Prediction NeurIPS 2024 Partial Structure Discovery is Sufficient for No-regret Learning in Causal Bandits NeurIPS 2024 Pearls from Pebbles: Improved Confidence Functions for Auto-labeling NeurIPS 2024 Performance-Guided LLM Knowledge Distillation for Efficient Text Classification at Scale EMNLP 2024 Plug and Play Active Learning for Object Detection CVPR 2024 Practice Makes Perfect: Planning to Learning Skill Parameter Policies RSS 2024 Predictive Accuracy-Based Active Learning for Medical Image Segmentation IJCAI 2024 Provably Efficient Interactive-Grounded Learning with Personalized Reward NeurIPS 2024