Learning Theory

Choosing Answers in Epsilon-Best-Answer Identification for Linear Bandits ICML 2022 Cliff Diving: Exploring Reward Surfaces in Reinforcement Learning Environments ICML 2022 Collaborative Linear Bandits with Adversarial Agents: Near-Optimal Regret Bounds NeurIPS 2022 Combine to Describe: Evaluating Compositional Generalization in Image Captioning ACL 2022 Complete Policy Regret Bounds for Tallying Bandits COLT 2022 Computationally Efficient Horizon-Free Reinforcement Learning for Linear Mixture MDPs NeurIPS 2022 Computational-Statistical Gap in Reinforcement Learning COLT 2022 Computing Concept Referring Expressions for Queries on Horn ALC Ontologies IJCAI 2022 Conditional Linear Regression for Heterogeneous Covariances AISTATS 2022 Conditionally Gaussian PAC-Bayes AISTATS 2022 Congested Bandits: Optimal Routing via Short-term Resets ICML 2022 Constants Matter: The Performance Gains of Active Learning ICML 2022 Contextual Bandits with Knapsacks for a Conversion Model NeurIPS 2022 Contextual Bandits with Large Action Spaces: Made Practical ICML 2022 Contextual Dynamic Pricing with Unknown Noise: Explore-then-UCB Strategy and Improved Regrets NeurIPS 2022 Continual learning: a feature extraction formalization, an efficient algorithm, and fundamental obstructions NeurIPS 2022 Convergence beyond the over-parameterized regime using Rayleigh quotients NeurIPS 2022 Convolutional and Residual Networks Provably Contain Lottery Tickets ICML 2022 Coordinated Attacks against Contextual Bandits: Fundamental Limits and Defense Mechanisms ICML 2022 Counting, Sampling, and Synthesis: The Quest for Scalability IJCAI 2022 CrisisLTLSum: A Benchmark for Local Crisis Event Timeline Extraction and Summarization EMNLP 2022 Critical Points in Quantum Generative Models ICLR 2022 Cryptographic Hardness of Learning Halfspaces with Massart Noise NeurIPS 2022 CTL++: Evaluating Generalization on Never-Seen Compositional Patterns of Known Functions, and Compatibility of Neural Representations EMNLP 2022 Data Cartography for Low-Resource Neural Machine Translation EMNLP 2022