Optimization

Derivative-Informed Neural Operator Acceleration of Geometric MCMC for Infinite-Dimensional Bayesian Inverse Problems JMLR 2025 Designing Ambiguity Sets for Distributionally Robust Optimization Using Structural Causal Optimal Transport AAAI 2025 De-singularity Subgradient for the q-th-Powered lₚ-Norm Weber Location Problem AAAI 2025 Differential Private Stochastic Optimization with Heavy-tailed Data: Towards Optimal Rates AAAI 2025 Diffusion Models as Constrained Samplers for Optimization with Unknown Constraints AISTATS 2025 Discovering Symmetries of ODEs by Symbolic Regression AAAI 2025 Diversity Explains Inference Scaling Laws: Through a Case Study of Minimum Bayes Risk Decoding ACL 2025 DONIS: Importance Sampling for Training Physics-Informed DeepONet IJCAI 2025 DRaM-LHM: A Quaternion Framework for Iterative Camera Pose Estimation ICCV 2025 Dynamic angular synchronization under smoothness constraints JMLR 2025 Efficient Alternating Minimization with Applications to Weighted Low Rank Approximation ICLR 2025 Efficient Interpolation between Extragradient and Proximal Methods for Weak MVIs ICLR 2025 Efficiently Escaping Saddle Points in Bilevel Optimization JMLR 2025 Efficient Numerical Integration in Reproducing Kernel Hilbert Spaces via Leverage Scores Sampling JMLR 2025 Efficient Training of Neural Fractional-Order Differential Equation via Adjoint Backpropagation AAAI 2025 Extended Convex Lifting for Policy Optimization of Optimal and Robust Control L4DC 2025 FAB-PPI: Frequentist, Assisted by Bayes, Prediction-Powered Inference ICML 2025 Fast Computation of Superquantile-Constrained Optimization Through Implicit Scenario Reduction JMLR 2025 Fast Globally Optimal and Geometrically Consistent 3D Shape Matching ICCV 2025 Federated Binary Matrix Factorization Using Proximal Optimization AAAI 2025 Few for Many: Tchebycheff Set Scalarization for Many-Objective Optimization ICLR 2025 Finsler Multi-Dimensional Scaling: Manifold Learning for Asymmetric Dimensionality Reduction and Embedding CVPR 2025 FiRe: Fixed-points of Restoration Priors for Solving Inverse Problems CVPR 2025 Formal Synthesis of Barrier Certificates Using Fourier Kolmogorov-Arnold Network AAAI 2025 Free-running vs Synchronous: Single-Photon Lidar for High-flux 3D Imaging ICCV 2025