Learning Theory

Domain Generalization through the Lens of Angular Invariance IJCAI 2022 Dynamic Pricing with Monotonicity Constraint under Unknown Parametric Demand Model NeurIPS 2022 Dynamic Regret of Online Markov Decision Processes ICML 2022 Early Stage Convergence and Global Convergence of Training Mildly Parameterized Neural Networks NeurIPS 2022 Effective Dimension in Bandit Problems under Censorship NeurIPS 2022 Effects of Data Geometry in Early Deep Learning NeurIPS 2022 Efficient and Near-Optimal Smoothed Online Learning for Generalized Linear Functions NeurIPS 2022 Efficient and Optimal Algorithms for Contextual Dueling Bandits under Realizability ALT 2022 Efficient and Optimal Fixed-Time Regret with Two Experts ALT 2022 Efficient Change-Point Detection for Tackling Piecewise-Stationary Bandits JMLR 2022 Efficient interventional distribution learning in the PAC framework AISTATS 2022 Efficient PAC Learning from the Crowd with Pairwise Comparisons ICML 2022 Eigenspace Restructuring: A Principle of Space and Frequency in Neural Networks COLT 2022 Eliminating Sharp Minima from SGD with Truncated Heavy-tailed Noise ICLR 2022 Empirical Phase Diagram for Three-layer Neural Networks with Infinite Width NeurIPS 2022 End-to-end Algorithm Synthesis with Recurrent Networks: Extrapolation without Overthinking NeurIPS 2022 Evading the Simplicity Bias: Training a Diverse Set of Models Discovers Solutions With Superior OOD Generalization CVPR 2022 Evaluated CMI Bounds for Meta Learning: Tightness and Expressiveness NeurIPS 2022 Evaluating high-order predictive distributions in deep learning UAI 2022 Evaluation Methods for Representation Learning: A Survey IJCAI 2022 Evolution of Neural Tangent Kernels under Benign and Adversarial Training NeurIPS 2022 Exact learning dynamics of deep linear networks with prior knowledge NeurIPS 2022 Exact Learning of Preference Structure: Single-peaked Preferences and Beyond ICML 2022 Expected Regret and Pseudo-Regret are Equivalent When the Optimal Arm is Unique JMLR 2022 Exploiting Explainable Metrics for Augmented SGD CVPR 2022