Learning Theory

Exploring Geometry of Blind Spots in Vision models NeurIPS 2023 Exploring Local Norms in Exp-concave Statistical Learning COLT 2023 Exploring Model Transferability through the Lens of Potential Energy ICCV 2023 Exploring the Cognitive Knowledge Structure of Large Language Models: An Educational Diagnostic Assessment Approach EMNLP 2023 Exploring the Relationship Between Architectural Design and Adversarially Robust Generalization CVPR 2023 Exponential Generalization Bounds with Near-Optimal Rates for L_q-Stable Algorithms ICLR 2023 Exponential Hardness of Reinforcement Learning with Linear Function Approximation COLT 2023 Failure-Aware Gaussian Process Optimization with Regret Bounds NeurIPS 2023 Fairness and Accuracy under Domain Generalization ICLR 2023 Faith and Fate: Limits of Transformers on Compositionality NeurIPS 2023 False Discovery Proportion control for aggregated Knockoffs NeurIPS 2023 Fantastic Robustness Measures: The Secrets of Robust Generalization NeurIPS 2023 Fast and Accurate Transferability Measurement by Evaluating Intra-class Feature Variance ICCV 2023 Fast Convergence in Learning Two-Layer Neural Networks with Separable Data AAAI 2023 Fast Excess Risk Rates via Offset Rademacher Complexity ICML 2023 Feature learning via mean-field Langevin dynamics: classifying sparse parities and beyond NeurIPS 2023 Feature selection and low test error in shallow low-rotation ReLU networks ICLR 2023 FERMAT: An Alternative to Accuracy for Numerical Reasoning ACL 2023 Find a witness or shatter: the landscape of computable PAC learning. COLT 2023 Finding Generalization Measures by Contrasting Signal and Noise ICML 2023 Fine-Grained Distribution-Dependent Learning Curves COLT 2023 Finite-Sample Analysis of Learning High-Dimensional Single ReLU Neuron ICML 2023 Finite-Time Logarithmic Bayes Regret Upper Bounds NeurIPS 2023 First- and Second-Order Bounds for Adversarial Linear Contextual Bandits NeurIPS 2023 First Steps Toward Understanding the Extrapolation of Nonlinear Models to Unseen Domains ICLR 2023