v1v2v3 (latest)

Sequential Large Language Model-Based Hyper-parameter Optimization

27 October 2024

Kanan Mahammadli

Seyda Ertekin

Papers citing "Sequential Large Language Model-Based Hyper-parameter Optimization"

26 / 26 papers shown

Title
Reasoning BO: Enhancing Bayesian Optimization with Long-Context Reasoning Power of LLMs Zhuo Yang Lingli Ge Dong Han Tianfan Fu Yuqiang Li 55 0 0 19 May 2025
Optimization Problem Solving Can Transition to Evolutionary Agentic Workflows Wenhao Li Bo Jin Mingyi Hong Changhong Lu Xiangfeng Wang 145 0 0 07 May 2025
Optuna vs Code Llama: Are LLMs a New Paradigm for Hyperparameter Tuning? Roman Kochnev Arash Torabi Goodarzi Zofia Antonina Bentyn D. Ignatov Radu Timofte 116 3 0 08 Apr 2025
Autonomous Radiotherapy Treatment Planning Using DOLA: A Privacy-Preserving, LLM-Based Optimization Agent Humza Nusrat Bing Luo Ryan Hall Joshua Kim H. Bagher-Ebadian Anthony Doemer B. Movsas Kundan Thind AI4CE 71 1 0 21 Mar 2025
Language-Based Bayesian Optimization Research Assistant (BORA) A. Cissé Xenophon Evangelopoulos V. Gusev Andrew I. Cooper 102 1 0 28 Jan 2025
LICO: Large Language Models for In-Context Molecular Optimization Tung Nguyen Aditya Grover 70 10 0 27 Jun 2024
Large Language Models to Enhance Bayesian Optimization Tennison Liu Nicolás Astorga Nabeel Seedat M. Schaar 128 56 0 06 Feb 2024
Large Language Model Agent for Hyper-Parameter Optimization Siyi Liu Chen Gao Yong Li 112 23 0 02 Feb 2024
Using Large Language Models for Hyperparameter Optimization Michael Ruogu Zhang Nishkrit Desai Juhan Bae Jonathan Lorraine Jimmy Ba 69 51 0 07 Dec 2023
Large Language Models as Evolutionary Optimizers Shengcai Liu Caishun Chen Xinghua Qu Jiaheng Zhang Yew-Soon Ong 68 105 0 29 Oct 2023
Large Language Model for Multi-objective Evolutionary Optimization Fei Liu Xi Lin Zhenkun Wang Shunyu Yao Xialiang Tong Mingxuan Yuan Qingfu Zhang 41 40 0 19 Oct 2023
Large Language Models for Information Retrieval: A Survey Yutao Zhu Huaying Yuan Shuting Wang Jiongnan Liu Wenhan Liu Chenlong Deng Haonan Chen Zhicheng Dou Ji-Rong Wen KELM 111 312 0 14 Aug 2023
Learning to Retrieve In-Context Examples for Large Language Models Liang Wang Nan Yang Furu Wei RALM 63 43 0 14 Jul 2023
Transfer Learning for Bayesian Optimization: A Survey Tianyi Bai Yang Li Yu Shen Xinyi Zhang Wentao Zhang Tengjiao Wang BDL 69 31 0 12 Feb 2023
Large Language Models Are Latent Variable Models: Explaining and Finding Good Demonstrations for In-Context Learning Xinyi Wang Wanrong Zhu Michael Stephen Saxon Mark Steyvers William Yang Wang BDL 123 112 0 27 Jan 2023
Transfer Learning based Search Space Design for Hyperparameter Tuning Yang Li Yu Shen Huaijun Jiang Tianyi Bai Wentao Zhang Ce Zhang Tengjiao Wang 57 13 0 06 Jun 2022
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 513 4,077 0 24 May 2022
Language Models are Few-Shot Learners Tom B. Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared Kaplan ... Christopher Berner Sam McCandlish Alec Radford Ilya Sutskever Dario Amodei BDL 808 42,055 0 28 May 2020
A Modified Bayesian Optimization based Hyper-Parameter Tuning Approach for Extreme Gradient Boosting Sayan Putatunda Kiran Rama 41 30 0 10 Apr 2020
Learning search spaces for Bayesian optimization: Another view of hyperparameter transfer learning Valerio Perrone Huibin Shen Matthias Seeger Cédric Archambeau Rodolphe Jenatton 65 97 0 27 Sep 2019
Optuna: A Next-generation Hyperparameter Optimization Framework Takuya Akiba Shotaro Sano Toshihiko Yanase Takeru Ohta Masanori Koyama 663 5,808 0 25 Jul 2019
Fast Hyperparameter Tuning using Bayesian Optimization with Directional Derivatives Tinu Theckel Joy Santu Rana Sunil R. Gupta Svetha Venkatesh 45 56 0 06 Feb 2019
Warm Starting Bayesian Optimization Matthias Poloczek Jialei Wang P. Frazier 85 61 0 11 Aug 2016
Unbounded Bayesian Optimization via Regularization Bobak Shahriari Alexandre Bouchard-Côté Nando de Freitas BDL 36 69 0 14 Aug 2015
OpenML: networked science in machine learning Joaquin Vanschoren Jan N. van Rijn B. Bischl Luís Torgo FedML AI4CE 163 1,324 0 29 Jul 2014
Practical Bayesian Optimization of Machine Learning Algorithms Jasper Snoek Hugo Larochelle Ryan P. Adams 359 7,942 0 13 Jun 2012