Reinforced Few-Shot Acquisition Function Learning for Bayesian Optimization

8 June 2021

Papers citing "Reinforced Few-Shot Acquisition Function Learning for Bayesian Optimization"

13 / 13 papers shown

Title
PABBO: Preferential Amortized Black-Box Optimization Xinyu Zhang Daolang Huang Samuel Kaski Julien Martinelli 34 0 0 02 Mar 2025
EARL-BO: Reinforcement Learning for Multi-Step Lookahead, High-Dimensional Bayesian Optimization Mujin Cheon Jay H. Lee Dong-Yeun Koh Calvin Tsay 33 0 0 31 Oct 2024
FunBO: Discovering Acquisition Functions for Bayesian Optimization with FunSearch Virginia Aglietti Ira Ktena Jessica Schrouff Eleni Sgouritsa Francisco J. R. Ruiz Alan Malek Alexis Bellot Silvia Chiappa 40 3 0 07 Jun 2024
Evolve Cost-aware Acquisition Functions Using Large Language Models Yiming Yao Fei Liu Ji Cheng Qingfu Zhang 51 7 0 25 Apr 2024
Reinforced In-Context Black-Box Optimization Lei Song Chenxiao Gao Ke Xue Chenyang Wu Dong Li Haifeng Zhang Zongzhang Zhang Chao Qian 35 3 0 27 Feb 2024
RTDK-BO: High Dimensional Bayesian Optimization with Reinforced Transformer Deep kernels Alexander Shmakov Avisek Naug Vineet Gundecha Sahand Ghorbanpour Ricardo Luna Gutierrez Ashwin Ramesh Babu Antonio Guillen-Perez Soumyendu Sarkar 29 11 0 05 Oct 2023
MALIBO: Meta-learning for Likelihood-free Bayesian Optimization Jia-Yu Pan Stefan Falkner Felix Berkenkamp Joaquin Vanschoren 34 1 0 07 Jul 2023
End-to-End Meta-Bayesian Optimisation with Transformer Neural Processes A. Maraval Matthieu Zimmer Antoine Grosnit H. Ammar BDL 32 15 0 25 May 2023
Transfer Learning for Bayesian Optimization: A Survey Tianyi Bai Yang Li Yu Shen Xinyi Zhang Wentao Zhang Bin Cui BDL 39 29 0 12 Feb 2023
Bayesian Model-Agnostic Meta-Learning Taesup Kim Jaesik Yoon Ousmane Amadou Dia Sungwoong Kim Yoshua Bengio Sungjin Ahn UQCV BDL 202 498 0 11 Jun 2018
Variational Deep Q Network Yunhao Tang A. Kucukelbir BDL 38 10 0 30 Nov 2017
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 362 11,700 0 09 Mar 2017
Max-value Entropy Search for Efficient Bayesian Optimization Zi Wang Stefanie Jegelka 110 403 0 06 Mar 2017