Mathematics & Optimization

Who is Afraid of Big Bad Minima? Analysis of gradient-flow in spiked matrix-tensor models NeurIPS 2019 Width Provably Matters in Optimization for Deep Linear Neural Networks ICML 2019 Word Embedding as Maximum A Posteriori Estimation AAAI 2019 Zeno: Diagnosing Performance Problems with Temporal Provenance NSDI 2019 Zeroth-Order Stochastic Alternating Direction Method of Multipliers for Nonconvex Nonsmooth Optimization IJCAI 2019 ZO-AdaMM: Zeroth-Order Adaptive Momentum Method for Black-Box Optimization NeurIPS 2019 ℓ_1 Regression using Lewis Weights Preconditioning and Stochastic Gradient Descent COLT 2018 3D Registration of Curves and Surfaces Using Local Differential Information CVPR 2018 3D Semantic Trajectory Reconstruction From 3D Pixel Continuum CVPR 2018 A Bandit Approach to Sequential Experimental Design with False Discovery Control NeurIPS 2018 A Bayes-Sard Cubature Method NeurIPS 2018 A Better Resource Allocation Algorithm with Semi-Bandit Feedback ALT 2018 A Biresolution Spectral Framework for Product Quantization CVPR 2018 A Block Coordinate Ascent Algorithm for Mean-Variance Optimization NeurIPS 2018 A Bridging Framework for Model Optimization and Deep Propagation NeurIPS 2018 Accelerated Difference of Convex functions Algorithm and its Application to Sparse Binary Logistic Regression IJCAI 2018 Accelerated Gradient Descent Escapes Saddle Points Faster than Gradient Descent COLT 2018 Accelerated Spectral Ranking ICML 2018 Accelerated Stochastic Matrix Inversion: General Theory and Speeding up BFGS Rules for Faster Second-Order Optimization NeurIPS 2018 Accelerated Stochastic Mirror Descent: From Continuous-time Dynamics to Discrete-time Algorithms AISTATS 2018 Accelerating Cross-Validation in Multinomial Logistic Regression with ℓ_1-Regularization JMLR 2018 Accelerating Greedy Coordinate Descent Methods ICML 2018 Acceleration through Optimistic No-Regret Dynamics NeurIPS 2018 A Certifiably Globally Optimal Solution to the Non-Minimal Relative Pose Problem CVPR 2018 A Cloaking Mechanism to Mitigate Market Manipulation IJCAI 2018