Continuous Optimization

The Sparse-Plus-Low-Rank Quasi-Newton Method for Entropic-Regularized Optimal Transport ICML 2025 The Z-Gromov-Wasserstein Distance JMLR 2025 Toward a Unified Theory of Gradient Descent under Generalized Smoothness ICML 2025 Toward Efficient Kernel-Based Solvers for Nonlinear PDEs ICML 2025 Towards Secure and Usable 3D Assets: A Novel Framework for Automatic Visible Watermarking WACV 2025 Towards Understanding Gradient Dynamics of the Sliced-Wasserstein Distance via Critical Point Analysis ICML 2025 Trading Off Quality and Uncertainty Through Multi-Objective Optimisation in Batch Bayesian Optimisation AAAI 2025 Trajectory Inference with Smooth Schrödinger Bridges ICML 2025 Transolver++: An Accurate Neural Solver for PDEs on Million-Scale Geometries ICML 2025 Triple-Optimistic Learning for Stochastic Contextual Bandits with General Constraints ICML 2025 Truthfulness of Decision-Theoretic Calibration Measures COLT 2025 TSP: A Two-Sided Smoothed Primal-Dual Method for Nonconvex Bilevel Optimization ICML 2025 Tuning-Free Bilevel Optimization: New Algorithms and Convergence Analysis ICLR 2025 Two-Timescale Gradient Descent Ascent Algorithms for Nonconvex Minimax Optimization JMLR 2025 Unbalanced Kantorovich-Rubinstein distance, plan, and barycenter on nite spaces: A statistical perspective JMLR 2025 Understanding Generalization in Quantum Machine Learning with Margins ICML 2025 Understanding Input Selectivity in Mamba: Impact on Approximation Power, Memorization, and Associative Recall Capacity ICML 2025 Understanding the Kronecker Matrix-Vector Complexity of Linear Algebra ICML 2025 Universal Neural Optimal Transport ICML 2025 Utilitarian Algorithm Configuration for Infinite Parameter Spaces ICLR 2025 Variance-Reduced Forward-Reflected-Backward Splitting Methods for Nonmonotone Generalized Equations ICML 2025 VFOSA: Variance-Reduced Fast Operator Splitting Algorithms for Generalized Equations JMLR 2025 Vib2Move: In-hand Object Reconfiguration via Fingertip Micro-vibrations RSS 2025 Wait-Less Offline Tuning and Re-solving for Online Decision Making ICML 2025 WGFormer: An SE(3)-Transformer Driven by Wasserstein Gradient Flows for Molecular Ground-State Conformation Prediction ICML 2025