Optimization

Scalable Robust Matrix Factorization with Nonconvex Loss NeurIPS 2018 SDCA-Powered Inexact Dual Augmented Lagrangian Method for Fast CRF Learning AISTATS 2018 SEGA: Variance Reduction via Gradient Sketching NeurIPS 2018 Self-Normalization Properties of Language Modeling COLING 2018 Semidefinite relaxations for certifying robustness to adversarial examples NeurIPS 2018 Semi-Orthogonal Low-Rank Matrix Factorization for Deep Neural Networks Interspeech 2018 Semi-Supervised Optimal Margin Distribution Machines IJCAI 2018 SemRegex: A Semantics-Based Approach for Generating Regular Expressions from Natural Language Specifications EMNLP 2018 Sequence Selection by Pareto Optimization IJCAI 2018 SGAN: An Alternative Training of Generative Adversarial Networks CVPR 2018 SGD and Hogwild! Convergence Without the Bounded Gradients Assumption ICML 2018 SGDLibrary: A MATLAB library for stochastic optimization algorithms JMLR 2018 Short-term Sparse Portfolio Optimization Based on Alternating Direction Method of Multipliers JMLR 2018 signSGD: Compressed Optimisation for Non-Convex Problems ICML 2018 Single-Channel Dereverberation Using Direct MMSE Optimization and Bidirectional LSTM Networks Interspeech 2018 Situated Mapping of Sequential Instructions to Actions with Single-step Reward Observation ACL 2018 Sketched Ridge Regression: Optimization Perspective, Statistical Perspective, and Model Averaging JMLR 2018 Sketching for Kronecker Product Regression and P-splines AISTATS 2018 Sliced Recurrent Neural Networks COLING 2018 Sliced Wasserstein Distance for Learning Gaussian Mixture Models CVPR 2018 Slow and Stale Gradients Can Win the Race: Error-Runtime Trade-offs in Distributed SGD AISTATS 2018 SMASH: One-Shot Model Architecture Search through HyperNetworks ICLR 2018 Smoothed Action Value Functions for Learning Gaussian Policies ICML 2018 Smoothed analysis for low-rank solutions to semidefinite programs in quadratic penalty form COLT 2018 Smoothed analysis of the low-rank approach for smooth semidefinite programs NeurIPS 2018