Active Learning

Adaptive Exploration-Exploitation Tradeoff for Opportunistic Bandits ICML 2018 Adaptive Learning with Unknown Information Flows NeurIPS 2018 Adaptive Sampling for Coarse Ranking AISTATS 2018 Adversarial Active Learning for Sequences Labeling and Generation IJCAI 2018 A fully adaptive algorithm for pure exploration in linear bandits AISTATS 2018 Algorithmic Assurance: An Active Approach to Algorithmic Testing using Bayesian Optimisation NeurIPS 2018 An Adaptive Strategy for Active Learning with Smooth Decision Boundary ALT 2018 Annotator Trustability-based Cooperative Learning Solutions for Intelligent Audio Analysis Interspeech 2018 A Novel Strategy for Active Task Assignment in Crowd Labeling IJCAI 2018 APLenty: annotation tool for creating high-quality datasets using active and proactive learning EMNLP 2018 Approximate Ranking from Pairwise Comparisons AISTATS 2018 A Practical Incremental Learning Framework For Sparse Entity Extraction COLING 2018 APRIL: Interactively Learning to Summarise by Combining Active Preference Learning and Reinforcement Learning EMNLP 2018 Batch Active Preference-Based Learning of Reward Functions CoRL 2018 Bayesian Active Edge Evaluation on Expensive Graphs IJCAI 2018 Bayesian Tactile Exploration for Compliant Docking With Uncertain Shapes RSS 2018 Combining Human and Machine Transcriptions on the Zooniverse Platform EMNLP 2018 Comparison Based Learning from Weak Oracles AISTATS 2018 Contextual Bandits for Adapting Treatment in a Mouse Model of de Novo Carcinogenesis MLHC 2018 Cost-Effective Active Learning for Hierarchical Multi-Label Classification IJCAI 2018 Data-Driven Measurement Models for Active Localization in Sparse Environments RSS 2018 Deep Bayesian Active Learning for Natural Language Processing: Results of a Large-Scale Empirical Study EMNLP 2018 Derivative Free Optimization Via Repeated Classification AISTATS 2018 DialSQL: Dialogue Based Structured Query Generation ACL 2018 Differentiable Submodular Maximization IJCAI 2018