Theory

GEval: Tool for Debugging NLP Datasets and Models ACL 2019 Global Convergence of Gradient Descent for Deep Linear Residual Networks NeurIPS 2019 Global Convergence of Least Squares EM for Demixing Two Log-Concave Densities NeurIPS 2019 Global Convergence of the EM Algorithm for Mixtures of Two Component Linear Regression COLT 2019 Global Robustness Evaluation of Deep Neural Networks with Provable Guarantees for the Hamming Distance IJCAI 2019 Gradient Descent Finds Global Minima of Deep Neural Networks ICML 2019 Gradient Descent for One-Hidden-Layer Neural Networks: Polynomial Convergence and SQ Lower Bounds COLT 2019 Gradient Dynamics of Shallow Univariate ReLU Networks NeurIPS 2019 Graph-based Discriminators: Sample Complexity and Expressiveness NeurIPS 2019 Graph Structured Prediction Energy Networks NeurIPS 2019 Group Invariance, Stability to Deformations, and Complexity of Deep Convolutional Representations JMLR 2019 High Dimensional Inference in Partially Linear Models AISTATS 2019 How degenerate is the parametrization of neural networks with the ReLU activation function? NeurIPS 2019 How Does Knowledge of the AUC Constrain the Set of Possible Ground-Truth Labelings? AAAI 2019 Identification of Causal Effects in the Presence of Selection Bias AAAI 2019 Implicit Kernel Learning AISTATS 2019 Implicit Regularization in Deep Matrix Factorization NeurIPS 2019 Implicit Regularization of Discrete Gradient Dynamics in Linear Neural Networks NeurIPS 2019 Improved Knowledge Graph Embedding Using Background Taxonomic Information AAAI 2019 Influence of Contextuality on Prosodic Realization of Information Structure in Chinese Dialogues Interspeech 2019 Information-Theoretic Considerations in Batch Reinforcement Learning ICML 2019 Information-Theoretic Generalization Bounds for SGLD via Data-Dependent Estimates NeurIPS 2019 Information Theoretic lower bounds on negative log likelihood ICLR 2019 Input-Output Equivalence of Unitary and Contractive RNNs NeurIPS 2019 Integrating Knowledge and Reasoning in Image Understanding IJCAI 2019