Transfer Learning based Search Space Design for Hyperparameter Tuning

Transfer Learning based Search Space Design for Hyperparameter Tuning

6 June 2022

Papers citing "Transfer Learning based Search Space Design for Hyperparameter Tuning"

13 / 13 papers shown

Title
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
Sequential Large Language Model-Based Hyper-parameter Optimization Kanan Mahammadli Seyda Ertekin 45 4 0 27 Oct 2024
Principled Architecture-aware Scaling of Hyperparameters Wuyang Chen Junru Wu Zhangyang Wang Boris Hanin AI4CE 36 1 0 27 Feb 2024
Reinforced In-Context Black-Box Optimization Lei Song Chenxiao Gao Ke Xue Chenyang Wu Dong Li Jianye Hao Zongzhang Zhang Chao Qian 29 3 0 27 Feb 2024
On the Hyperparameter Loss Landscapes of Machine Learning Models: An Exploratory Study Mingyu Huang Ke Li 20 3 0 23 Nov 2023
Towards General and Efficient Online Tuning for Spark Yang Li Huaijun Jiang Yu Shen Yide Fang Xiaofeng Yang ... Xinyi Zhang Wentao Zhang Ce Zhang Peng Chen Bin Cui 27 11 0 05 Sep 2023
MALIBO: Meta-learning for Likelihood-free Bayesian Optimization Jia-Yu Pan Stefan Falkner Felix Berkenkamp Joaquin Vanschoren 32 1 0 07 Jul 2023
A Unified and Efficient Coordinating Framework for Autonomous DBMS Tuning Xinyi Zhang Zhuonan Chang Hong Wu Yang Li Jia Chen Jian Tan Feifei Li Bin Cui 14 10 0 10 Mar 2023
Transfer Learning for Bayesian Optimization: A Survey Tianyi Bai Yang Li Yu Shen Xinyi Zhang Wentao Zhang Bin Cui BDL 37 29 0 12 Feb 2023
Rover: An online Spark SQL tuning service via generalized transfer learning Yu Shen Xinyuyang Ren Yupeng Lu Huaijun Jiang Huanyong Xu Di Peng Yang Li Wentao Zhang Bin Cui 25 10 0 08 Feb 2023
SMAC3: A Versatile Bayesian Optimization Package for Hyperparameter Optimization Marius Lindauer Katharina Eggensperger Matthias Feurer André Biedenkapp Difan Deng C. Benjamins Tim Ruhopf René Sass Frank Hutter 85 326 0 20 Sep 2021
VolcanoML: Speeding up End-to-End AutoML via Scalable Search Space Decomposition Yang Li Yu Shen Wentao Zhang Jiawei Jiang Bolin Ding ... Jingren Zhou Zhi-Xin Yang Wentao Wu Ce Zhang Bin Cui LRM 16 44 0 19 Jul 2021
Hyperparameter Optimization: Foundations, Algorithms, Best Practices and Open Challenges B. Bischl Martin Binder Michel Lang Tobias Pielok Jakob Richter ... Theresa Ullmann Marc Becker A. Boulesteix Difan Deng Marius Lindauer 79 448 0 13 Jul 2021