Convex Optimization

Efficient Optimization Algorithms for Linear Adversarial Training AISTATS 2025 Enhancing Parallelism in Decentralized Stochastic Convex Optimization ICML 2025 Exploiting Curvature in Online Convex Optimization with Delayed Feedback ICML 2025 Extended Convex Lifting for Policy Optimization of Optimal and Robust Control L4DC 2025 Extremal graphical modeling with latent variables via convex optimization JMLR 2025 Fast Algorithm for Constrained Linear Inverse Problems JMLR 2025 Faster Acceleration for Steepest Descent COLT 2025 Faster Low-Rank Approximation and Kernel Ridge Regression via the Block-Nyström Method COLT 2025 FISTAPruner: Layer-wise Post-training Pruning for Large Language Models EMNLP 2025 Generalization Performance of Ensemble Clustering: From Theory to Algorithm ICML 2025 Generalized additive models via direct optimization of regularized decision stump forests ICML 2025 High-Dimensional Tensor Regression With Oracle Properties ICML 2025 Improved Last-Iterate Convergence of Shuffling Gradient Methods for Nonsmooth Convex Optimization ICML 2025 Informative Input Design for Dynamic Mode Decomposition L4DC 2025 Inverse Optimization via Learning Feasible Regions ICML 2025 Koopman Based Trajectory Optimization with Mixed Boundaries L4DC 2025 Laplace Meets Moreau: Smooth Approximation to Infimal Convolutions Using Laplace's Method JMLR 2025 Learning-enabled Polynomial Lyapunov Function Synthesis via High-Accuracy Counterexample-Guided Framework CVPR 2025 Level Set Teleportation: An Optimization Perspective AISTATS 2025 Methods for Convex $(L_0,L_1)$-Smooth Optimization: Clipping, Acceleration, and Adaptivity ICLR 2025 MGSfM: Multi-Camera Geometry Driven Global Structure-from-Motion ICCV 2025 Minimax-optimal and Locally-adaptive Online Nonparametric Regression ALT 2025 Newton Meets Marchenko-Pastur: Massively Parallel Second-Order Optimization with Hessian Sketching and Debiasing ICLR 2025 Non-Asymptotic and Non-Lipschitzian Bounds on Optimal Values in Stochastic Optimization Under Heavy Tails ICML 2025 Nonconvex Theory of M-estimators with Decomposable Regularizers ICML 2025