Optimization

Towards a Mathematical Understanding of the Difficulty in Learning With Feedforward Neural Networks CVPR 2018 Towards Deep Learning Models Resistant to Adversarial Attacks ICLR 2018 Towards Faster Training of Global Covariance Pooling Networks by Iterative Matrix Square Root Normalization CVPR 2018 Towards Memory-Friendly Deterministic Incremental Gradient Method AISTATS 2018 Towards Provable Learning of Polynomial Neural Networks Using Low-Rank Matrix Estimation AISTATS 2018 Towards Sample Efficient Reinforcement Learning IJCAI 2018 Towards Understanding Acceleration Tradeoff between Momentum and Asynchrony in Nonconvex Stochastic Optimization NeurIPS 2018 Tracking the gradients using the Hessian: A new look at variance reducing stochastic methods AISTATS 2018 Training Deep Models Faster with Robust, Approximate Importance Sampling NeurIPS 2018 Training GANs with Optimism ICLR 2018 Training Gaussian Mixture Models at Scale via Coresets JMLR 2018 Training Structured Prediction Energy Networks with Indirect Supervision NAACL 2018 Trajectory Optimization On Manifolds with Applications to SO(3) and R3XS2 RSS 2018 Translating Embeddings for Knowledge Graph Completion with Relation Attention Mechanism IJCAI 2018 Tübingen-Oslo Team at the VarDial 2018 Evaluation Campaign: An Analysis of N-gram Features in Language Variety Identification COLING 2018 Twist Bytes - German Dialect Identification with Data Mining Optimization COLING 2018 Unbiased Objective Estimation in Predictive Optimization ICML 2018 Understanding Generalization and Optimization Performance of Deep CNNs ICML 2018 Understanding Short-Horizon Bias in Stochastic Meta-Optimization ICLR 2018 Understanding the Loss Surface of Neural Networks for Binary Classification ICML 2018 Unleashing Linear Optimizers for Group-Fair Learning and Optimization COLT 2018 User-centric Evaluation of Automatic Punctuation in ASR Closed Captioning Interspeech 2018 Using Large Ensembles of Control Variates for Variational Inference NeurIPS 2018 Using Shifted Real Spectrum Mask as Training Target for Supervised Speech Separation Interspeech 2018 UTFPR at WMT 2018: Minimalistic Supervised Corpora Filtering for Machine Translation EMNLP 2018