Optimization

Natasha: Faster Non-Convex Stochastic Optimization via Strongly Non-Convex Parameter ICML 2017 Near-linear time approximation algorithms for optimal transport via Sinkhorn iteration NeurIPS 2017 Near Minimax Optimal Players for the Finite-Time 3-Expert Prediction Problem NeurIPS 2017 Near-Optimal Design of Experiments via Regret Minimization ICML 2017 Neural Taylor Approximations: Convergence and Exploration in Rectifier Networks ICML 2017 Neurogenesis-Inspired Dictionary Learning: Online Model Adaption in a Changing World IJCAI 2017 Newton-Type Methods for Inference in Higher-Order Markov Random Fields CVPR 2017 Non-Adaptive Randomized Algorithm for Group Testing ALT 2017 Non-convex Finite-Sum Optimization Via SCSG Methods NeurIPS 2017 Non-convex learning via Stochastic Gradient Langevin Dynamics: a nonasymptotic analysis COLT 2017 Nonlinear Acceleration of Stochastic Algorithms NeurIPS 2017 Nonlinear Hybrid Planning with Deep Net Learned Transition Models and Mixed-Integer Linear Programming IJCAI 2017 Non-parametric Policy Search with Limited Information Loss JMLR 2017 Non-Uniform MCE Training of Deep Long Short-Term Memory Recurrent Neural Networks for Keyword Spotting Interspeech 2017 Non-Uniform Subset Selection for Active Learning in Structured Data CVPR 2017 No Spurious Local Minima in Nonconvex Low Rank Problems: A Unified Geometric Analysis ICML 2017 Not Afraid of the Dark: NIR-VIS Face Recognition via Cross-Spectral Hallucination and Low-Rank Embedding CVPR 2017 On Approximation Guarantees for Greedy Low Rank Optimization ICML 2017 On Blackbox Backpropagation and Jacobian Sensing NeurIPS 2017 On Computationally Tractable Selection of Experiments in Measurement-Constrained Regression Models JMLR 2017 Online and Linear-Time Attention by Enforcing Monotonic Alignments ICML 2017 Online Asymmetric Similarity Learning for Cross-Modal Retrieval CVPR 2017 Online Bridged Pruning for Real-Time Search with Arbitrary Lookaheads IJCAI 2017 Online Dynamic Programming NeurIPS 2017 Online Learning of Optimal Bidding Strategy in Repeated Multi-Commodity Auctions NeurIPS 2017