Continuous Optimization

An exact solver for the Weston-Watkins SVM subproblem ICML 2021 An Inertial Newton Algorithm for Deep Learning JMLR 2021 A No-go Theorem for Robust Acceleration in the Hyperbolic Plane NeurIPS 2021 An Online Riemannian PCA for Stochastic Canonical Correlation Analysis NeurIPS 2021 A Note on Sparse Generalized Eigenvalue Problem NeurIPS 2021 A novel notion of barycenter for probability distributions based on optimal weak mass transport NeurIPS 2021 Approximate Distributionally Robust Nonlinear Optimization with Application to Model Predictive Control: A Functional Approach L4DC 2021 Approximate Message Passing with Spectral Initialization for Generalized Linear Models AISTATS 2021 Approximate optimization of convex functions with outlier noise NeurIPS 2021 Approximation Algorithms for Orthogonal Non-negative Matrix Factorization AISTATS 2021 A Precise Performance Analysis of Support Vector Regression ICML 2021 A Quasiconvex Formulation for Radial Cameras CVPR 2021 ARAPReg: An As-Rigid-As Possible Regularization Loss for Learning Deformable Shape Generators ICCV 2021 A Riemannian Block Coordinate Descent Method for Computing the Projection Robust Wasserstein Distance ICML 2021 A Scalable Second Order Method for Ill-Conditioned Matrix Completion from Few Samples ICML 2021 A Spectral Analysis of Dot-product Kernels AISTATS 2021 A Stochastic Newton Algorithm for Distributed Convex Optimization NeurIPS 2021 A Study of Condition Numbers for First-Order Optimization AISTATS 2021 A Surrogate Objective Framework for Prediction+Programming with Soft Constraints NeurIPS 2021 A Theory of the Risk for Optimization with Relaxation and its Application to Support Vector Machines JMLR 2021 A Two-Level Decomposition Framework Exploiting First and Second Order Information for SVM Training Problems JMLR 2021 A Unified Analysis of First-Order Methods for Smooth Games via Integral Quadratic Constraints JMLR 2021 A Unified Convergence Analysis for Shuffling-Type Gradient Methods JMLR 2021 Automatic and Harmless Regularization with Constrained and Lexicographic Optimization: A Dynamic Barrier Approach NeurIPS 2021 Automatic Text Evaluation through the Lens of Wasserstein Barycenters EMNLP 2021