Deep Learning

On the Local Hessian in Back-propagation NeurIPS 2018 On the Local Minima of the Empirical Risk NeurIPS 2018 On the Optimization of Deep Networks: Implicit Acceleration by Overparameterization ICML 2018 On the Power of Over-parametrization in Neural Networks with Quadratic Activation ICML 2018 On the Practical Computational Power of Finite Precision RNNs for Language Recognition ACL 2018 On the regularization of Wasserstein GANs ICLR 2018 On the Relation between Linguistic Typology and (Limitations of) Multilingual Language Modeling EMNLP 2018 On the Relative Expressiveness of Bayesian and Neural Networks PGM 2018 On the Robustness of Semantic Segmentation Models to Adversarial Attacks CVPR 2018 On the Role of Text Preprocessing in Neural Network Architectures: An Evaluation Study on Text Categorization and Sentiment Analysis EMNLP 2018 On the State of the Art of Evaluation in Neural Language Models ICLR 2018 On the Strength of Character Language Models for Multilingual Named Entity Recognition EMNLP 2018 On the Theory of Variance Reduction for Stochastic Gradient Monte Carlo ICML 2018 On Tree-Based Neural Sentence Modeling EMNLP 2018 On Unifying Deep Generative Models ICLR 2018 On Whom Should I Perform this Lab Test Next? An Active Feature Elicitation Approach IJCAI 2018 Open Domain Question Answering Using Early Fusion of Knowledge Bases and Text EMNLP 2018 OpenKE: An Open Toolkit for Knowledge Embedding EMNLP 2018 OpenNMT System Description for WNMT 2018: 800 words/sec on a single-core CPU ACL 2018 OpenSeq2Seq: Extensible Toolkit for Distributed and Mixed Precision Training of Sequence-to-Sequence Models ACL 2018 Operation-guided Neural Networks for High Fidelity Data-To-Text Generation EMNLP 2018 Optical Flow Guided Feature: A Fast and Robust Motion Representation for Video Action Recognition CVPR 2018 Optimal approximation of continuous functions by very deep ReLU networks COLT 2018 Optimization Algorithm Inspired Deep Neural Network Structure Design ACML 2018 Optimization Landscape and Expressivity of Deep CNNs ICML 2018