Convex Optimization

Adaptive Extragradient Methods for Root-finding Problems under Relaxed Assumptions AISTATS 2025 A Dynamic Penalization Framework for Online Rank-1 Semidefinite Programming Relaxations L4DC 2025 Alternating Regret for Online Convex Optimization COLT 2025 An Asymptotically Optimal Coordinate Descent Algorithm for Learning Bayesian Networks from Gaussian Models JMLR 2025 An Optimal Algorithm for Strongly Convex Min-Min Optimization UAI 2025 A Novel Convex Gaussian Min Max Theorem for Repeated Features AISTATS 2025 Anytime Acceleration of Gradient Descent COLT 2025 A Parameter-Free and Near-Optimal Zeroth-Order Algorithm for Stochastic Convex Optimization ICML 2025 Approximating Metric Magnitude of Point Sets AAAI 2025 A Robust Hybrid ACC-PM Approach for Personal Sound Zones Interspeech 2025 Asynchronous Decentralized Optimization with Constraints: Achievable Speeds of Convergence for Directed Graphs AISTATS 2025 A Tight Convergence Analysis of Inexact Stochastic Proximal Point Algorithm for Stochastic Composite Optimization Problems ICLR 2025 Automatic Differentiation of Optimization Algorithms with Time-Varying Updates ICML 2025 Black-Box Reductions for Decentralized Online Convex Optimization in Changing Environments COLT 2025 Computing Optimal Regularizers for Online Linear Optimization COLT 2025 Constrained Online Convex Optimization with Polyak Feasibility Steps ICML 2025 Decentralized Optimization with Coupled Constraints ICLR 2025 Decoupled SGDA for Games with Intermittent Strategy Communication ICML 2025 Descent with Misaligned Gradients and Applications to Hidden Convexity ICLR 2025 Differentially private algorithms for linear queries via stochastic convex optimization AISTATS 2025 Discrete and Continuous Difference of Submodular Minimization ICML 2025 Distributed Event-Based Learning via ADMM ICML 2025 Do Stochastic, Feel Noiseless: Stable Stochastic Optimization via a Double Momentum Mechanism ICLR 2025 Doubly-Bounded Queue for Constrained Online Learning: Keeping Pace with Dynamics of Both Loss and Constraint AAAI 2025 Dueling Convex Optimization with General Preferences ICML 2025