global optimization

Sample-and-Bound for Non-convex Optimization AAAI 2024 Scalable 3D Registration via Truncated Entry-wise Absolute Residuals CVPR 2024 Semidefinite Relaxations of the Gromov-Wasserstein Distance NeurIPS 2024 S-SOS: Stochastic Sum-Of-Squares for Parametric Polynomial Optimization NeurIPS 2024 AnimateSVG: Autonomous Creation and Aesthetics Evaluation of Scalable Vector Graphics Animations for the Case of Brand Logos AAAI 2023 A Novel Integer Linear Programming Approach for Global L0 Minimization JMLR 2023 A Simple and Powerful Global Optimization for Unsupervised Video Object Segmentation WACV 2023 Constrained Efficient Global Optimization of Expensive Black-box Functions ICML 2023 Dynamic Regularized Sharpness Aware Minimization in Federated Learning: Approaching Global Consistency and Smooth Landscape ICML 2023 Federated Learning with Bilateral Curation for Partially Class-Disjoint Data NeurIPS 2023 Global Optimization with Parametric Function Approximation ICML 2023 GloptiNets: Scalable Non-Convex Optimization with Certificates NeurIPS 2023 Gradient Descent Finds the Global Optima of Two-Layer Physics-Informed Neural Networks ICML 2023 Implicit Stochastic Gradient Descent for Training Physics-Informed Neural Networks AAAI 2023 Necessary and Sufficient Conditions for Optimal Decision Trees using Dynamic Programming NeurIPS 2023 Neural Simulated Annealing AISTATS 2023 OPT-GAN: A Broad-Spectrum Global Optimizer for Black-Box Problems by Learning Distribution AAAI 2023 PROTES: Probabilistic Optimization with Tensor Sampling NeurIPS 2023 Scalable and Globally Optimal Generalized L₁ K-center Clustering via Constraint Generation in Mixed Integer Linear Programming AAAI 2023 A Scalable Deterministic Global Optimization Algorithm for Training Optimal Decision Tree NeurIPS 2022 FedChain: Chained Algorithms for Near-optimal Communication Cost in Federated Learning ICLR 2022 Global Optimal K-Medoids Clustering of One Million Samples NeurIPS 2022 Global Optimization Networks ICML 2022 Global Optimization of K-Center Clustering ICML 2022 GoTube: Scalable Statistical Verification of Continuous-Depth Models AAAI 2022