Continuous Optimization

Matrix Completion with Incomplete Side Information via Orthogonal Complement Projection ICML 2025 Maximum Causal Entropy IRL in Mean-Field Games and GNEP Framework for Forward RL JMLR 2025 Meta-Black-Box-Optimization through Offline Q-function Learning ICML 2025 MetaOptimize: A Framework for Optimizing Step Sizes and Other Meta-parameters ICML 2025 Methods for Convex $(L_0,L_1)$-Smooth Optimization: Clipping, Acceleration, and Adaptivity ICLR 2025 MetricEmbedding: Accelerate Metric Nearness by Tropical Inner Product ICML 2025 Metric Embeddings Beyond Bi-Lipschitz Distortion via Sherali-Adams COLT 2025 Mitigating Heterogeneity among Factor Tensors via Lie Group Manifolds for Tensor Decomposition Based Temporal Knowledge Graph Embedding NAACL 2025 Mixing Time of the Proximal Sampler in Relative Fisher Information via Strong Data Processing Inequality (Extended Abstract) COLT 2025 Modified K-means Algorithm with Local Optimality Guarantees ICML 2025 More Efforts Towards Fixed-Parameter Approximability of Multiwinner Rules IJCAI 2025 Multi-Objective Causal Bayesian Optimization ICML 2025 Multiple-policy Evaluation via Density Estimation ICML 2025 Multi-Subspace Matrix Recovery from Permuted Data AAAI 2025 Nearly-tight Approximation Guarantees for the Improving Multi-Armed Bandits Problem ALT 2025 Near-Optimal Nonconvex-Strongly-Convex Bilevel Optimization with Fully First-Order Oracles JMLR 2025 Near-Optimal Online Learning for Multi-Agent Submodular Coordination: Tight Approximation and Communication Efficiency ICLR 2025 Near-Optimal Rates for O(1)-Smooth DP-SCO with a Single Epoch and Large Batches ALT 2025 Near-optimal Sketchy Natural Gradients for Physics-Informed Neural Networks ICML 2025 Nested Expectations with Kernel Quadrature ICML 2025 NETS: A Non-equilibrium Transport Sampler ICML 2025 Neural Event-Triggered Control with Optimal Scheduling ICML 2025 New Bounds for Sparse Variational Gaussian Processes ICML 2025 Non-asymptotic Error Bounds in W_2-Distance with Sqrt(d) Dimension Dependence and First Order Convergence for Langevin Monte Carlo beyond Log-Concavity ICML 2025 Non-convex matrix sensing: Breaking the quadratic rank barrier in the sample complexity Extended Abstract COLT 2025