Continuous Optimization

Non-Convex Tensor Recovery from Local Measurements AAAI 2025 Nonlinearly Preconditioned Gradient Methods under Generalized Smoothness ICML 2025 Nonparametric Teaching for Graph Property Learners ICML 2025 No-Regret is not enough! Bandits with General Constraints through Adaptive Regret Minimization ICML 2025 On Adaptive Stochastic Optimization for Streaming Data: A Newton's Method with O(dN) Operations JMLR 2025 On Differential Privacy for Adaptively Solving Search Problems via Sketching ICML 2025 One for all and all for one: Efficient computation of partial Wasserstein distances on the line ICLR 2025 One-Step Generalization Ratio Guided Optimization for Domain Generalization ICML 2025 On Global and Local Convergence of Iterative Linear Quadratic Optimization Algorithms for Discrete Time Nonlinear Control JMLR 2025 On Learning Parallel Pancakes with Mostly Uniform Weights ICML 2025 Online Convex Optimization with a Separation Oracle COLT 2025 Online Episodic Convex Reinforcement Learning ICML 2025 Online Learning in Risk Sensitive constrained MDP ICML 2025 On Probabilistic Embeddings in Optimal Dimension Reduction JMLR 2025 On the Convergence of Tâtonnement for Linear Fisher Markets AAAI 2025 On the Minimax Regret of Sequential Probability Assignment via Square-Root Entropy COLT 2025 On the Power of Optimism in Constrained Online Convex Optimization IJCAI 2025 On the Power of Randomization for Obviously Strategy-Proof Mechanisms AAAI 2025 On the Private Estimation of Smooth Transport Maps ICML 2025 On the query complexity of sampling from non-log-concave distributions (extended abstract) COLT 2025 On the Surprising Robustness of Sequential Convex Optimization for Contact-Implicit Motion Planning RSS 2025 On the Tension between Byzantine Robustness and No-Attack Accuracy in Distributed Learning ICML 2025 Operator Learning for Hyperbolic PDEs JMLR 2025 Optimal Complexity in Byzantine-Robust Distributed Stochastic Optimization with Data Heterogeneity JMLR 2025 Optimal Decentralized Composite Optimization for Strongly Convex Functions JMLR 2025