Unexpected Improvements to Expected Improvement for Bayesian Optimization

Unexpected Improvements to Expected Improvement for Bayesian Optimization

8 January 2025

Sebastian Ament

Maximilian Balandat

Papers citing "Unexpected Improvements to Expected Improvement for Bayesian Optimization"

11 / 11 papers shown

Title
Motion Control of High-Dimensional Musculoskeletal Systems with Hierarchical Model-Based Planning Yunyue Wei Shanning Zhuang Vincent Zhuang Yanan Sui 24 0 0 13 May 2025
Faster, Cheaper, Better: Multi-Objective Hyperparameter Optimization for LLM and RAG Systems Matthew Barker Andrew Bell Evan Thomas James Carr Thomas Andrews Umang Bhatt 87 1 0 25 Feb 2025
Constrained Multi-objective Bayesian Optimization through Optimistic Constraints Estimation Diantong Li Fengxue Zhang Chong Liu Yuxin Chen 146 0 0 06 Nov 2024
Optimizing Posterior Samples for Bayesian Optimization via Rootfinding Taiwo A. Adebiyi Bach Do Ruda Zhang 114 2 0 29 Oct 2024
Batched Bayesian optimization by maximizing the probability of including the optimum Jenna C. Fromer Runzhong Wang Mrunali Manjrekar Austin Tripp José Miguel Hernández-Lobato Connor W. Coley 47 0 0 08 Oct 2024
TS-RSR: A provably efficient approach for batch bayesian optimization Zhaolin Ren Na Li 31 2 0 07 Mar 2024
On the development of a practical Bayesian optimisation algorithm for expensive experiments and simulations with changing environmental conditions Mike Diessner Kevin J. Wilson Richard D. Whalley 24 0 0 05 Feb 2024
Vanilla Bayesian Optimization Performs Great in High Dimensions Carl Hvarfner E. Hellsten Luigi Nardi 32 17 0 03 Feb 2024
Bayesian Optimization over High-Dimensional Combinatorial Spaces via Dictionary-based Embeddings Aryan Deshwal Sebastian Ament Maximilian Balandat E. Bakshy J. Doppa David Eriksson 45 19 0 03 Mar 2023
Max-value Entropy Search for Efficient Bayesian Optimization Zi Wang Stefanie Jegelka 110 403 0 06 Mar 2017
Accurate and efficient numerical calculation of stable densities via optimized quadrature and asymptotics Sebastian Ament M. O’Neil 41 22 0 14 Jul 2016