Convex Optimization

Accelerated Convex Optimization via Hamiltonian Dynamics with Deterministic Integration Time COLT 2026 A Fully Parameter-Free Second-Order Algorithm for Convex-Concave Minimax Problems JMLR 2026 An accelerated proximal bundle method for convex optimization L4DC 2026 Anomaly as Non-Conformity via Training-Free Graph Laplacian Energy Minimization CVPR 2026 A simple, optimal and efficient algorithm for online exp-concave optimization COLT 2026 A Single-Loop Stochastic Proximal Quasi-Newton Method for Large-Scale Nonsmooth Convex Optimization JMLR 2026 Choose Wisely: Data-driven Predictive Control for Nonlinear Systems Using Online Data Selection L4DC 2026 Computing Lewis weights to high precision using local relative smoothness COLT 2026 Constrained Weighted Bayesian Bootstrap UAI 2026 Convex optimization with p-norm oracles ALT 2026 DCatalyst: A Unified Accelerated Framework for Decentralized Optimization JMLR 2026 Distributionally Robust Regret Optimal Control Under Moment-Based Ambiguity Sets L4DC 2026 Fast and Large-Scale Unbalanced Optimal Transport via its Semi-Dual and Adaptive Gradient Methods COLT 2026 Faster Newton Methods for Convex and Nonconvex Optimization in Gradient Complexity COLT 2026 Flexible Functional Treatment Effect Estimation JMLR 2026 Graph-based Clustering Revisited: A Relaxation of Kernel k-Means Perspective JMLR 2026 Koopman-BoxQP: Solving Large-Scale NMPC at kHz Rates L4DC 2026 Phase Transition in Convex Relaxations for Graph Alignment COLT 2026 The Sample Complexity of Parameter-Free Stochastic Convex Optimization JMLR 2026 Topological Dynamics via Learned Hybrid Systems L4DC 2026 Universal Dynamic Regret and Constraint Violation Bounds for Constrained Online Convex Optimization ALT 2026 Accelerated Over-Relaxation Heavy-Ball Method: Achieving Global Accelerated Convergence with Broad Generalization ICLR 2025 Accelerating Proximal Gradient Descent via Silver Stepsizes COLT 2025 A Convex Relaxation Approach to Generalization Analysis for Parallel Positively Homogeneous Networks AISTATS 2025 Adaptive Exploration for Multi-Reward Multi-Policy Evaluation ICML 2025