Evolution of Heuristics: Towards Efficient Automatic Algorithm Design
Using Large Language Model

Evolution of Heuristics: Towards Efficient Automatic Algorithm Design Using Large Language Model

4 January 2024

Papers citing "Evolution of Heuristics: Towards Efficient Automatic Algorithm Design Using Large Language Model"

14 / 14 papers shown

Title
Optimization Problem Solving Can Transition to Evolutionary Agentic Workflows Wenhao Li Bo Jin Mingyi Hong Changhong Lu Xiangfeng Wang 38 0 0 07 May 2025
Fitness Landscape of Large Language Model-Assisted Automated Algorithm Search Fei Liu Qingfu Zhang Xialiang Tong M. Yuan K. Mao 70 0 0 28 Apr 2025
Evolution of Optimization Algorithms for Global Placement via Large Language Models Xufeng Yao Jiaxi Jiang Yuxuan Zhao Peiyu Liao Yibo Lin Bei Yu 41 0 0 18 Apr 2025
Algorithm Discovery With LLMs: Evolutionary Search Meets Reinforcement Learning Anja Surina Amin Mansouri Lars Quaedvlieg Amal Seddas Maryna Viazovska Emmanuel Abbe Çağlar Gülçehre 31 0 0 07 Apr 2025
Combinatorial Optimization via LLM-driven Iterated Fine-tuning Pranjal Awasthi Sreenivas Gollapudi Ravi Kumar Kamesh Munagala 61 0 0 10 Mar 2025
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
RouteFinder: Towards Foundation Models for Vehicle Routing Problems Federico Berto Chuanbo Hua Nayeli Gast Zepeda André Hottung N. Wouda Leon Lan Kevin Tierney J. Park Jinkyoo Park 35 10 0 21 Jun 2024
Large Language Models as Surrogate Models in Evolutionary Algorithms: A Preliminary Study Hao Hao Xiaoqun Zhang Aimin Zhou ELM 29 9 0 15 Jun 2024
Neural Combinatorial Optimization Algorithms for Solving Vehicle Routing Problems: A Comprehensive Survey with Perspectives Xuan Wu Di Wang Lijie Wen Yubin Xiao Chunguo Wu Yuesong Wu Chaoyu Yu D. Maskell You Zhou 57 3 0 01 Jun 2024
LLaMEA: A Large Language Model Evolutionary Algorithm for Automatically Generating Metaheuristics N. V. Stein Thomas Bäck 25 10 0 30 May 2024
Evolve Cost-aware Acquisition Functions Using Large Language Models Yiming Yao Fei Liu Ji Cheng Qingfu Zhang 28 7 0 25 Apr 2024
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 291 2,712 0 24 May 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 315 8,261 0 28 Jan 2022
Neural Combinatorial Optimization with Reinforcement Learning Irwan Bello Hieu H. Pham Quoc V. Le Mohammad Norouzi Samy Bengio 69 1,443 0 29 Nov 2016