Continuous Optimization

Projected Tensor Power Method for Hypergraph Community Recovery ICML 2023 Projection-free Adaptive Regret with Membership Oracles ALT 2023 Projection-Free Methods for Solving Nonconvex-Concave Saddle Point Problems NeurIPS 2023 Projection-Free Methods for Stochastic Simple Bilevel Optimization with Convex Lower-level Problem NeurIPS 2023 Provable benefits of score matching NeurIPS 2023 PS-AAS: Portfolio Selection for Automated Algorithm Selection in Black-Box Optimization AutoML 2023 Quadratic Memory is Necessary for Optimal Query Complexity in Convex Optimization: Center-of-Mass is Pareto-Optimal COLT 2023 Quantum Multi-Model Fitting CVPR 2023 Quantum speedups for stochastic optimization NeurIPS 2023 Quantum Speedups for Zero-Sum Games via Improved Dynamic Gibbs Sampling ICML 2023 Quasi-Newton Steps for Efficient Online Exp-Concave Optimization COLT 2023 Radial Basis Approximation of Tensor Fields on Manifolds: From Operator Estimation to Manifold Learning JMLR 2023 Randomized Primal-Dual Methods with Adaptive Step Sizes AISTATS 2023 Rank-1 Matrix Completion with Gradient Descent and Small Random Initialization NeurIPS 2023 Recovering Simultaneously Structured Data via Non-Convex Iteratively Reweighted Least Squares NeurIPS 2023 Recovery Bounds on Class-Based Optimal Transport: A Sum-of-Norms Regularization Framework ICML 2023 Reducing Discretization Error in the Frank-Wolfe Method AISTATS 2023 Refined Convergence and Topology Learning for Decentralized SGD with Heterogeneous Data AISTATS 2023 Regularized online DR-submodular optimization UAI 2023 ReHLine: Regularized Composite ReLU-ReHU Loss Minimization with Linear Computation and Linear Convergence NeurIPS 2023 Resolving the Approximability of Offline and Online Non-monotone DR-Submodular Maximization over General Convex Sets AISTATS 2023 ReSync: Riemannian Subgradient-based Robust Rotation Synchronization NeurIPS 2023 Rethinking Initialization of the Sinkhorn Algorithm AISTATS 2023 Revisiting Area Convexity: Faster Box-Simplex Games and Spectrahedral Generalizations NeurIPS 2023 RF-Chord: Towards Deployable RFID Localization System for Logistic Networks NSDI 2023