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"

19 / 19 papers shown

Title
USPR: Learning a Unified Solver for Profiled Routing Chuanbo Hua Federico Berto Zhikai Zhao Jiwoo Son Changhyun Kwon Jinkyoo Park 44 0 0 08 May 2025
Optimization Problem Solving Can Transition to Evolutionary Agentic Workflows Wenhao Li Bo Jin Mingyi Hong Changhong Lu Xiangfeng Wang 48 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 74 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 68 0 0 18 Apr 2025
Large Language Models as Particle Swarm Optimizers Yamato Shinohara Jinglue Xu Tianshui Li Hitoshi Iba 28 0 0 12 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 38 1 0 07 Apr 2025
CO-Bench: Benchmarking Language Model Agents in Algorithm Search for Combinatorial Optimization Weiwei Sun Shengyu Feng Shanda Li Yiming Yang LLMAG 45 1 0 06 Apr 2025
Combinatorial Optimization via LLM-driven Iterated Fine-tuning Pranjal Awasthi Sreenivas Gollapudi Ravi Kumar Kamesh Munagala 68 0 0 10 Mar 2025
Towards Foundation Models for Mixed Integer Linear Programming Sirui Li Janardhan Kulkarni Ishai Menache Cathy Wu Beibin Li 55 3 0 24 Feb 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 104 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 56 10 0 21 Jun 2024
Large Language Models as Surrogate Models in Evolutionary Algorithms: A Preliminary Study Hao Hao Xiaoqun Zhang Aimin Zhou ELM 38 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 70 4 0 01 Jun 2024
LLaMEA: A Large Language Model Evolutionary Algorithm for Automatically Generating Metaheuristics Niki van Stein Thomas Bäck 39 12 0 30 May 2024
Evolve Cost-aware Acquisition Functions Using Large Language Models Yiming Yao Fei Liu Ji Cheng Qingfu Zhang 51 7 0 25 Apr 2024
AutoSAT: Automatically Optimize SAT Solvers via Large Language Models Yiwen Sun Xianyin Zhang Shiyu Huang Shaowei Cai Bing-Zhen Zhang Ke Wei 29 2 0 16 Feb 2024
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 322 4,077 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 364 8,495 0 28 Jan 2022
Neural Combinatorial Optimization with Reinforcement Learning Irwan Bello Hieu H. Pham Quoc V. Le Mohammad Norouzi Samy Bengio 71 1,452 0 29 Nov 2016