Transfer Learning for Bayesian Optimization on Heterogeneous Search Spaces

28 September 2023

Papers citing "Transfer Learning for Bayesian Optimization on Heterogeneous Search Spaces"

10 / 10 papers shown

Title
QuestBench: Can LLMs ask the right question to acquire information in reasoning tasks? Belinda Z. Li Been Kim Zehao Wang LRM 38 2 0 28 Mar 2025
Large Language Model as Meta-Surrogate for Data-Driven Many-Task Optimization: A Proof-of-Principle Study Xuzhi Zhang Yue-jiao Gong Jun Zhang 64 0 0 11 Mar 2025
Monte Carlo Tree Search based Space Transfer for Black-box Optimization Shukuan Wang Ke Xue Lei Song Xiaobin Huang Chao Qian 68 1 0 10 Dec 2024
Predicting from Strings: Language Model Embeddings for Bayesian Optimization Tung Nguyen Qiuyi Zhang Bangding Yang Chansoo Lee J. Bornschein Yingjie Miao Sagi Perel Yutian Chen Xingyou Song BDL 26 3 0 14 Oct 2024
Sample-Efficient Bayesian Optimization with Transfer Learning for Heterogeneous Search Spaces Aryan Deshwal Sait Cakmak Yuhou Xia David Eriksson 40 0 0 09 Sep 2024
OmniPred: Language Models as Universal Regressors Xingyou Song Oscar Li Chansoo Lee Bangding Yang Daiyi Peng Sagi Perel Yutian Chen 56 14 0 22 Feb 2024
Bayesian Inverse Transfer in Evolutionary Multiobjective Optimization Jiao Liu Abhishek Gupta Yew-Soon Ong 34 0 0 22 Dec 2023
Provably Efficient Bayesian Optimization with Unknown Gaussian Process Hyperparameter Estimation Huong Ha Vu-Linh Nguyen Hung Tran-The Hongyu Zhang Xiuzhen Zhang Anton Van Den Hengel 28 1 0 12 Jun 2023
Max-value Entropy Search for Efficient Bayesian Optimization Zi Wang Stefanie Jegelka 110 403 0 06 Mar 2017
Asymptotic analysis of the role of spatial sampling for covariance parameter estimation of Gaussian processes F. Bachoc 53 57 0 18 Jan 2013