Continuous Optimization

Additive Error Guarantees for Weighted Low Rank Approximation ICML 2021 A Deflation Based Fast and Robust Preconditioner for Bundle Adjustment WACV 2021 A Deterministic Streaming Sketch for Ridge Regression AISTATS 2021 A Dimension-free Computational Upper-bound for Smooth Optimal Transport Estimation COLT 2021 A Distributed Method for Fitting Laplacian Regularized Stratified Models JMLR 2021 ADOM: Accelerated Decentralized Optimization Method for Time-Varying Networks ICML 2021 Adversarially robust learning for security-constrained optimal power flow NeurIPS 2021 A Faster Decentralized Algorithm for Nonconvex Minimax Problems NeurIPS 2021 A Fast Globally Linearly Convergent Algorithm for the Computation of Wasserstein Barycenters JMLR 2021 Affine Invariant Analysis of Frank-Wolfe on Strongly Convex Sets ICML 2021 A first-order primal-dual method with adaptivity to local smoothness NeurIPS 2021 A General Framework for Empirical Bayes Estimation in Discrete Linear Exponential Family JMLR 2021 A Geometric Structure of Acceleration and Its Role in Making Gradients Small Fast NeurIPS 2021 A Gradient Method for Multilevel Optimization NeurIPS 2021 A heuristic for statistical seriation UAI 2021 A Highly-Efficient Group Elastic Net Algorithm with an Application to Function-On-Scalar Regression NeurIPS 2021 A Hybrid Variance-Reduced Method for Decentralized Stochastic Non-Convex Optimization ICML 2021 Alternating Direction Method of Multipliers for Quantization AISTATS 2021 A Lyapunov Analysis of Accelerated Methods in Optimization JMLR 2021 A Modular Analysis of Provable Acceleration via Polyak’s Momentum: Training a Wide ReLU Network and a Deep Linear Network ICML 2021 An algorithmic view of L2 regularization and some path-following algorithms JMLR 2021 Analysis of Sensing Spectral for Signal Recovery under a Generalized Linear Model NeurIPS 2021 Analytical Study of Momentum-Based Acceleration Methods in Paradigmatic High-Dimensional Non-Convex Problems NeurIPS 2021 Anderson acceleration of coordinate descent AISTATS 2021 A Near-Optimal Algorithm for Stochastic Bilevel Optimization via Double-Momentum NeurIPS 2021