Active Learning

On the Sample Complexity of Representation Learning in Multi-Task Bandits with Global and Local Structure AAAI 2023 PALS: Personalized Active Learning for Subjective Tasks in NLP EMNLP 2023 Parameter-Efficient Language Model Tuning with Active Learning in Low-Resource Settings EMNLP 2023 PARCS: A Deployment-Oriented AI System for Robust Parcel-Level Cropland Segmentation of Satellite Images AAAI 2023 Physics-Guided Active Learning of Environmental Flow Fields L4DC 2023 Pixel Is All You Need: Adversarial Trajectory-Ensemble Active Learning for Salient Object Detection AAAI 2023 Posterior Tracking Algorithm for Classification Bandits AISTATS 2023 Prediction-Oriented Bayesian Active Learning AISTATS 2023 Probably Approximate Shapley Fairness with Applications in Machine Learning AAAI 2023 Provable Safe Reinforcement Learning with Binary Feedback AISTATS 2023 PyTAIL: An Open Source Tool for Interactive and Incremental Learning of NLP Models with Human in the Loop for Online Data EMNLP 2023 Query-Efficient Black-Box Red Teaming via Bayesian Optimization ACL 2023 Randomness Is the Root of All Evil: More Reliable Evaluation of Deep Active Learning WACV 2023 Reduce Human Labor On Evaluating Conversational Information Retrieval System: A Human-Machine Collaboration Approach EMNLP 2023 Reducing Annotation Effort by Identifying and Labeling Contextually Diverse Classes for Semantic Segmentation Under Domain Shift WACV 2023 Reducing cohort bias in natural language understanding systems with targeted self-training scheme ACL 2023 Refined Mechanism Design for Approximately Structured Priors via Active Regression NeurIPS 2023 Reinforced Active Learning for Low-Resource, Domain-Specific, Multi-Label Text Classification ACL 2023 Re-Thinking Federated Active Learning Based on Inter-Class Diversity CVPR 2023 Rethinking the Data Annotation Process for Multi-View 3D Pose Estimation With Active Learning and Self-Training WACV 2023 Revisiting Sample Size Determination in Natural Language Understanding ACL 2023 Revisiting Simple Regret: Fast Rates for Returning a Good Arm ICML 2023 Reward-machine-guided, self-paced reinforcement learning UAI 2023 Re-weighting Tokens: A Simple and Effective Active Learning Strategy for Named Entity Recognition EMNLP 2023 Robot Learning on the Job: Human-in-the-Loop Autonomy and Learning During Deployment RSS 2023