Convex Optimization

Semidefinite Relaxations of the Gromov-Wasserstein Distance NeurIPS 2024 Shifted Interpolation for Differential Privacy ICML 2024 Small-loss Adaptive Regret for Online Convex Optimization ICML 2024 S-SOS: Stochastic Sum-Of-Squares for Parametric Polynomial Optimization NeurIPS 2024 Stability and Generalization for Stochastic Recursive Momentum-based Algorithms for (Strongly-)Convex One to K-Level Stochastic Optimizations ICML 2024 Stability Evaluation through Distributional Perturbation Analysis ICML 2024 Stochastic Newton Proximal Extragradient Method NeurIPS 2024 Stochastic Weakly Convex Optimization beyond Lipschitz Continuity ICML 2024 Support Recovery in Sparse PCA with General Missing Data UAI 2024 The Implicit Bias of Adam on Separable Data NeurIPS 2024 The Price of Adaptivity in Stochastic Convex Optimization COLT 2024 The Reliability of OKRidge Method in Solving Sparse Ridge Regression Problems NeurIPS 2024 The Sample Complexity of Gradient Descent in Stochastic Convex Optimization NeurIPS 2024 The Star Geometry of Critic-Based Regularizer Learning NeurIPS 2024 Training Binary Neural Networks via Gaussian Variational Inference and Low-Rank Semidefinite Programming NeurIPS 2024 Universal Gradient Methods for Stochastic Convex Optimization ICML 2024 Unsupervised Model-Based Learning for Simultaneous Video Deflickering and Deblotching WACV 2024 Accelerated Cyclic Coordinate Dual Averaging with Extrapolation for Composite Convex Optimization ICML 2023 Accelerated Primal-Dual Methods for Convex-Strongly-Concave Saddle Point Problems ICML 2023 Accelerated Riemannian Optimization: Handling Constraints with a Prox to Bound Geometric Penalties COLT 2023 Accelerated Single-Call Methods for Constrained Min-Max Optimization ICLR 2023 Acceleration of Frank-Wolfe Algorithms with Open-Loop Step-Sizes AISTATS 2023 Adaptive Annealing for Robust Geometric Estimation CVPR 2023 Adaptive SGD with Polyak stepsize and Line-search: Robust Convergence and Variance Reduction NeurIPS 2023 A Fast Optimistic Method for Monotone Variational Inequalities ICML 2023