Global Optimization

Cumulative Regret Analysis of the Piyavskii–Shubert Algorithm and Its Variants for Global Optimization AAAI 2024 Cylindrical Thompson Sampling for High-Dimensional Bayesian Optimization AISTATS 2024 Decision-Making for Land Conservation: A Derivative-Free Optimization Framework with Nonlinear Inputs AAAI 2024 Discretely beyond $1/e$: Guided Combinatorial Algortihms for Submodular Maximization NeurIPS 2024 How to Use the Metropolis Algorithm for Multi-Objective Optimization? AAAI 2024 Maintaining Diversity Provably Helps in Evolutionary Multimodal Optimization IJCAI 2024 Multi-Objective Bayesian Optimization with Active Preference Learning AAAI 2024 Multi-objective Optimization via Wasserstein-Fisher-Rao Gradient Flow AISTATS 2024 PyPop7: A Pure-Python Library for Population-Based Black-Box Optimization JMLR 2024 Quantum Algorithms for Non-smooth Non-convex Optimization NeurIPS 2024 Rectangle Search: An Anytime Beam Search AAAI 2024 Risk Seeking Bayesian Optimization under Uncertainty for Obtaining Extremum AISTATS 2024 Robust Black-Box Optimization for Stochastic Search and Episodic Reinforcement Learning JMLR 2024 Sample-and-Bound for Non-convex Optimization AAAI 2024 Scalable 3D Registration via Truncated Entry-wise Absolute Residuals CVPR 2024 Scaling Up Pareto Optimization for Tree Structures with Affine Transformations: Evaluating Hybrid Floating Solar-Hydropower Systems in the Amazon AAAI 2024 S-SOS: Stochastic Sum-Of-Squares for Parametric Polynomial Optimization NeurIPS 2024 Stochastic Extragradient with Random Reshuffling: Improved Convergence for Variational Inequalities AISTATS 2024 Stopping Bayesian Optimization with Probabilistic Regret Bounds NeurIPS 2024 Accelerated Infeasibility Detection of Constrained Optimization and Fixed-Point Iterations ICML 2023 A Corrected Expected Improvement Acquisition Function Under Noisy Observations ACML 2023 Adaptive Algorithms for Relaxed Pareto Set Identification NeurIPS 2023 A Mathematical Runtime Analysis of the Non-dominated Sorting Genetic Algorithm III (NSGA-III) IJCAI 2023 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