Continuous Optimization

Self-Supervised Primal-Dual Learning for Constrained Optimization AAAI 2023 Semidefinite Programming versus Burer-Monteiro Factorization for Matrix Sensing AAAI 2023 Semidefinite Relaxations for Robust Multiview Triangulation CVPR 2023 Semi-Dual Unbalanced Quadratic Optimal Transport: fast statistical rates and convergent algorithm. ICML 2023 Sensitivity-Free Gradient Descent Algorithms JMLR 2023 Sequential Gradient Descent and Quasi-Newton’s Method for Change-Point Analysis AISTATS 2023 Simplex Random Features ICML 2023 Simplifying Momentum-based Positive-definite Submanifold Optimization with Applications to Deep Learning ICML 2023 Sketching Algorithms for Sparse Dictionary Learning: PTAS and Turnstile Streaming NeurIPS 2023 Sketching Meets Differential Privacy: Fast Algorithm for Dynamic Kronecker Projection Maintenance ICML 2023 Sliced Optimal Partial Transport CVPR 2023 SLM: A Smoothed First-Order Lagrangian Method for Structured Constrained Nonconvex Optimization NeurIPS 2023 Solving Linear Programs with Fast Online Learning Algorithms ICML 2023 Solving Relaxations of MAP-MRF Problems: Combinatorial In-Face Frank-Wolfe Directions CVPR 2023 Sparse PCA Beyond Covariance Thresholding COLT 2023 Sparse Training with Lipschitz Continuous Loss Functions and a Weighted Group L0-norm Constraint JMLR 2023 SpecTr: Fast Speculative Decoding via Optimal Transport NeurIPS 2023 SPEEDEX: A Scalable, Parallelizable, and Economically Efficient Decentralized EXchange NSDI 2023 STay-ON-the-Ridge: Guaranteed Convergence to Local Minimax Equilibrium in Nonconvex-Nonconcave Games COLT 2023 StEik: Stabilizing the Optimization of Neural Signed Distance Functions and Finer Shape Representation NeurIPS 2023 Stochastic Distributed Optimization under Average Second-order Similarity: Algorithms and Analysis NeurIPS 2023 Stochastic Optimization under Distributional Drift JMLR 2023 Strategic Distribution Shift of Interacting Agents via Coupled Gradient Flows NeurIPS 2023 Structured BFGS Method for Optimal Doubly Stochastic Matrix Approximation AAAI 2023 Structured Semidefinite Programming for Recovering Structured Preconditioners NeurIPS 2023