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Continuous Optimization

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Stochastic Coordinate Minimization with Progressive Precision for Stochastic Convex Optimization ICML 2020
SnapBoost: A Heterogeneous Boosting Machine NIPS 2020
Optimal Bounds between f-Divergences and Integral Probability Metrics ICML 2020
Proximity Operator of the Matrix Perspective Function and its Applications NIPS 2020
A Simple and Efficient Smoothing Method for Faster Optimization and Local Exploration NIPS 2020
Interior Point Solving for LP-based prediction+optimisation NIPS 2020
Constructive Universal High-Dimensional Distribution Generation through Deep ReLU Networks ICML 2020
ECLIPSE: An Extreme-Scale Linear Program Solver for Web-Applications ICML 2020
Variance Reduced Coordinate Descent with Acceleration: New Method With a Surprising Application to Finite-Sum Problems ICML 2020
Fast OSCAR and OWL Regression via Safe Screening Rules ICML 2020
Convex optimization based on global lower second-order models NIPS 2020
Explore Aggressively, Update Conservatively: Stochastic Extragradient Methods with Variable Stepsize Scaling NIPS 2020
A Flexible Framework for Designing Trainable Priors with Adaptive Smoothing and Game Encoding NIPS 2020
One Ring to Rule Them All: Certifiably Robust Geometric Perception with Outliers NIPS 2020
Robust Sub-Gaussian Principal Component Analysis and Width-Independent Schatten Packing NIPS 2020
Sparsified Linear Programming for Zero-Sum Equilibrium Finding ICML 2020
Stochastic Optimization for Non-convex Inf-Projection Problems ICML 2020
VRT-Net: Real-Time Scene Parsing via Variable Resolution Transform WACV 2020
Message Passing Least Squares Framework and its Application to Rotation Synchronization ICML 2020
An efficient nonconvex reformulation of stagewise convex optimization problems NIPS 2020
Faster Randomized Infeasible Interior Point Methods for Tall/Wide Linear Programs NIPS 2020
Complexity of Finding Stationary Points of Nonconvex Nonsmooth Functions ICML 2020
Tuning-free Plug-and-Play Proximal Algorithm for Inverse Imaging Problems ICML 2020
Guided Learning of Nonconvex Models through Successive Functional Gradient Optimization ICML 2020
Wasserstein Style Transfer AISTATS 2020