LLaMoCo: Instruction Tuning of Large Language Models for Optimization
Code Generation

LLaMoCo: Instruction Tuning of Large Language Models for Optimization Code Generation

2 March 2024

Papers citing "LLaMoCo: Instruction Tuning of Large Language Models for Optimization Code Generation"

13 / 13 papers shown

Title
Reinforcement Learning-based Self-adaptive Differential Evolution through Automated Landscape Feature Learning Hongshu Guo Sijie Ma Zechuan Huang Yuzhi Hu Zeyuan Ma Xinglin Zhang Yue-jiao Gong 47 2 0 23 Mar 2025
Accurate Peak Detection in Multimodal Optimization via Approximated Landscape Learning Zeyuan Ma Hongqiao Lian Wenjie Qiu Yue-jiao Gong 51 1 0 23 Mar 2025
Large Language Models for Code Generation: A Comprehensive Survey of Challenges, Techniques, Evaluation, and Applications Nam Huynh Beiyu Lin LM&MA 72 16 0 03 Mar 2025
Planning of Heuristics: Strategic Planning on Large Language Models with Monte Carlo Tree Search for Automating Heuristic Optimization Chaoxu Mu Xufeng Zhang Hui Wang 38 0 0 17 Feb 2025
ConfigX: Modular Configuration for Evolutionary Algorithms via Multitask Reinforcement Learning Hongshu Guo Zeyuan Ma Jiacheng Chen Yining Ma Zhiguang Cao Xinglin Zhang Yue-jiao Gong 80 3 0 10 Dec 2024
Toward Automated Algorithm Design: A Survey and Practical Guide to Meta-Black-Box-Optimization Zeyuan Ma Hongshu Guo Yue-jiao Gong Jun Zhang Kay Chen Tan 98 2 0 01 Nov 2024
LLMOPT: Learning to Define and Solve General Optimization Problems from Scratch Caigao Jiang Xiang Shu Hong Qian Xingyu Lu Jun-ping Zhou Aimin Zhou Yang Yu 34 1 0 17 Oct 2024
LLASP: Fine-tuning Large Language Models for Answer Set Programming Erica Coppolillo Francesco Calimeri Giuseppe Manco S. Perri Francesco Ricca 24 0 0 26 Jul 2024
Trace is the New AutoDiff -- Unlocking Efficient Optimization of Computational Workflows Ching-An Cheng Allen Nie Adith Swaminathan AI4CE 26 1 0 23 Jun 2024
Metaheuristics and Large Language Models Join Forces: Toward an Integrated Optimization Approach Camilo Chacón Sartori Christian Blum Filippo Bistaffa Guillem Rodríguez Corominas AIFin 44 3 0 28 May 2024
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 301 11,730 0 04 Mar 2022
Multitask Prompted Training Enables Zero-Shot Task Generalization Victor Sanh Albert Webson Colin Raffel Stephen H. Bach Lintang Sutawika ... T. Bers Stella Biderman Leo Gao Thomas Wolf Alexander M. Rush LRM 203 1,651 0 15 Oct 2021
Fine-Tuning Language Models from Human Preferences Daniel M. Ziegler Nisan Stiennon Jeff Wu Tom B. Brown Alec Radford Dario Amodei Paul Christiano G. Irving ALM 275 1,561 0 18 Sep 2019