Optimization

Aggregated Momentum: Stability Through Passive Damping ICLR 2019 A Linearly Convergent Method for Non-Smooth Non-Convex Optimization on the Grassmannian with Applications to Robust Subspace and Dictionary Learning NeurIPS 2019 A Linearly Convergent Proximal Gradient Algorithm for Decentralized Optimization NeurIPS 2019 An adaptive Mirror-Prox method for variational inequalities with singular operators NeurIPS 2019 An Improved Generic Bet-and-Run Strategy with Performance Prediction for Stochastic Local Search AAAI 2019 An Inexact Augmented Lagrangian Framework for Nonconvex Optimization with Nonlinear Constraints NeurIPS 2019 A Nonconvex Projection Method for Robust PCA AAAI 2019 A Quaternion-Based Certifiably Optimal Solution to the Wahba Problem With Outliers ICCV 2019 A Robust and Efficient Algorithm for the PnL Problem Using Algebraic Distance to Approximate the Reprojection Distance AAAI 2019 Asynchronous Delay-Aware Accelerated Proximal Coordinate Descent for Nonconvex Nonsmooth Problems AAAI 2019 A Theoretically Guaranteed Deep Optimization Framework for Robust Compressive Sensing MRI AAAI 2019 A Theory of Regularized Markov Decision Processes ICML 2019 Bayesian Functional Optimisation with Shape Prior AAAI 2019 Bayesian Optimization with Binary Auxiliary Information UAI 2019 Block Coordinate Regularization by Denoising NeurIPS 2019 Connections Between Mirror Descent, Thompson Sampling and the Information Ratio NeurIPS 2019 Consensual Affine Transformations for Partial Valuation Aggregation AAAI 2019 Contrasting Exploration in Parameter and Action Space: A Zeroth-Order Optimization Perspective AISTATS 2019 Cubic Regularization with Momentum for Nonconvex Optimization UAI 2019 Deformable Surface Tracking by Graph Matching ICCV 2019 Dimension-Free Error Bounds from Random Projections AAAI 2019 EA-CG: An Approximate Second-Order Method for Training Fully-Connected Neural Networks AAAI 2019 Efficient and Robust Registration on the 3D Special Euclidean Group ICCV 2019 Efficient Optimal Approximation of Discrete Random Variables for Estimation of Probabilities of Missing Deadlines AAAI 2019 Efficient Symmetric Norm Regression via Linear Sketching NeurIPS 2019