Global Optimization

A Simple and Powerful Global Optimization for Unsupervised Video Object Segmentation WACV 2023 Constrained Efficient Global Optimization of Expensive Black-box Functions ICML 2023 D-CIPHER: Discovery of Closed-form Partial Differential Equations NeurIPS 2023 Deep Generative Symbolic Regression with Monte-Carlo-Tree-Search ICML 2023 Global Optimization with Parametric Function Approximation ICML 2023 GloptiNets: Scalable Non-Convex Optimization with Certificates NeurIPS 2023 Learning Regions of Interest for Bayesian Optimization with Adaptive Level-Set Estimation ICML 2023 Multi-task Graph Neural Architecture Search with Task-aware Collaboration and Curriculum NeurIPS 2023 Now We’re Talking: Better Deliberation Groups through Submodular Optimization AAAI 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 Randomized Gaussian Process Upper Confidence Bound with Tighter Bayesian Regret Bounds ICML 2023 Scalable and Globally Optimal Generalized L₁ K-center Clustering via Constraint Generation in Mixed Integer Linear Programming AAAI 2023 Stochastic Population Update Can Provably Be Helpful in Multi-Objective Evolutionary Algorithms IJCAI 2023 Towards Practical Preferential Bayesian Optimization with Skew Gaussian Processes ICML 2023 A Scalable Deterministic Global Optimization Algorithm for Training Optimal Decision Tree NeurIPS 2022 A Simple Decentralized Cross-Entropy Method NeurIPS 2022 Deterministic Point Cloud Registration via Novel Transformation Decomposition CVPR 2022 Finding Backdoors to Integer Programs: A Monte Carlo Tree Search Framework AAAI 2022 Generalizing Bayesian Optimization with Decision-theoretic Entropies NeurIPS 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 Human-AI Collaborative Bayesian Optimisation NeurIPS 2022 Non-Convex Optimization with Certificates and Fast Rates Through Kernel Sums of Squares COLT 2022