Learning Theory

Can Pretrained Language Models (Yet) Reason Deductively? EACL 2023 Can semi-supervised learning use all the data effectively? A lower bound perspective NeurIPS 2023 Cascading Bandits: Optimizing Recommendation Frequency in Delayed Feedback Environments NeurIPS 2023 Causal Bandits for Linear Structural Equation Models JMLR 2023 Certifiable Out-of-Distribution Generalization AAAI 2023 Certifying Ensembles: A General Certification Theory with S-Lipschitzness ICML 2023 Characterization and Learning of Causal Graphs with Small Conditioning Sets NeurIPS 2023 Characterization of Overfitting in Robust Multiclass Classification NeurIPS 2023 CHSEL: Producing Diverse Plausible Pose Estimates from Contact and Free Space Data RSS 2023 Closer Look at the Transferability of Adversarial Examples: How They Fool Different Models Differently WACV 2023 Combinatorial Neural Bandits ICML 2023 Combinatorial Pure Exploration of Causal Bandits ICLR 2023 Competing against Adaptive Strategies in Online Learning via Hints AISTATS 2023 Competing for Shareable Arms in Multi-Player Multi-Armed Bandits ICML 2023 Complexity Analysis of a Countable-armed Bandit Problem ALT 2023 Complexity of High-Dimensional Identity Testing with Coordinate Conditional Sampling COLT 2023 Complex-valued Neurons Can Learn More but Slower than Real-valued Neurons via Gradient Descent NeurIPS 2023 Compositional Generalization from First Principles NeurIPS 2023 Compression, Generalization and Learning JMLR 2023 Computably Continuous Reinforcement-Learning Objectives Are PAC-Learnable AAAI 2023 Computational Complexity of Learning Neural Networks: Smoothness and Degeneracy NeurIPS 2023 Concentration analysis of multivariate elliptic diffusions JMLR 2023 Confidence Intervals and Hypothesis Testing for High-dimensional Quantile Regression: Convolution Smoothing and Debiasing JMLR 2023 Conic10K: A Challenging Math Problem Understanding and Reasoning Dataset EMNLP 2023 Connecting Pre-trained Language Model and Downstream Task via Properties of Representation NeurIPS 2023