Learning Theory

Fine-Grained Analysis of Optimization and Generalization for Overparameterized Two-Layer Neural Networks ICML 2019 Finite-Sample Analysis for SARSA with Linear Function Approximation NeurIPS 2019 Finite-Time Analysis of Distributed TD(0) with Linear Function Approximation on Multi-Agent Reinforcement Learning ICML 2019 Finite-Time Error Bounds For Linear Stochastic Approximation andTD Learning COLT 2019 First-Order Adversarial Vulnerability of Neural Networks and Input Dimension ICML 2019 Fisher-Rao Metric, Geometry, and Complexity of Neural Networks AISTATS 2019 Forward-Backward Selection with Early Dropping JMLR 2019 Foundations of Sequence-to-Sequence Modeling for Time Series AISTATS 2019 From Cost-Sensitive Classification to Tight F-measure Bounds AISTATS 2019 GANAK: A Scalable Probabilistic Exact Model Counter IJCAI 2019 Generalizable Adversarial Training via Spectral Normalization ICLR 2019 Generalization Bounds for Neural Networks via Approximate Description Length NeurIPS 2019 Generalization Bounds in the Predict-then-Optimize Framework NeurIPS 2019 Generalization Bounds of Stochastic Gradient Descent for Wide and Deep Neural Networks NeurIPS 2019 Generalization Error Analysis of Quantized Compressive Learning NeurIPS 2019 Generalized No Free Lunch Theorem for Adversarial Robustness ICML 2019 Globally optimal score-based learning of directed acyclic graphs in high-dimensions NeurIPS 2019 Global Robustness Evaluation of Deep Neural Networks with Provable Guarantees for the Hamming Distance IJCAI 2019 Gradient descent aligns the layers of deep linear networks ICLR 2019 Gradient Descent for One-Hidden-Layer Neural Networks: Polynomial Convergence and SQ Lower Bounds COLT 2019 Graph-based Discriminators: Sample Complexity and Expressiveness NeurIPS 2019 Graph Resistance and Learning from Pairwise Comparisons ICML 2019 Group Invariance, Stability to Deformations, and Complexity of Deep Convolutional Representations JMLR 2019 Guarantees for Sound Abstractions for Generalized Planning IJCAI 2019 Hardness of Improper One-Sided Learning of Conjunctions For All Uniformly Falsifiable CSPs ALT 2019