Algorithm Evolution Using Large Language Model

26 November 2023

Papers citing "Algorithm Evolution Using Large Language Model"

32 / 32 papers shown

Title
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
TrajEvo: Designing Trajectory Prediction Heuristics via LLM-driven Evolution Zhikai Zhao Chuanbo Hua Federico Berto Kanghoon Lee Zihan Ma Jiachen Li Jinkyoo Park 48 1 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
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
Automatic MILP Model Construction for Multi-Robot Task Allocation and Scheduling Based on Large Language Models Mingming Peng Zhendong Chen Jie Yang Jin Huang Zhengqi Shi Qihao Liu Xinyu Li Liang Gao 50 1 0 18 Mar 2025
Large Language Models for Multi-Facility Location Mechanism Design Nguyen Thach Fei Liu Houyu Zhou Hau Chan 44 0 0 12 Mar 2025
Fully Autonomous Programming using Iterative Multi-Agent Debugging with Large Language Models Anastasiia Grishina Vadim Liventsev Aki Härmä Leon Moonen ELM 87 0 0 10 Mar 2025
MOLLM: Multi-Objective Large Language Model for Molecular Design -- Optimizing with Experts Nian Ran Yue Wang Richard Allmendinger 75 0 0 18 Feb 2025
CoCoEvo: Co-Evolution of Programs and Test Cases to Enhance Code Generation Kefan Li Hongyue Yu Tingyu Guo Shijie Cao Yuan Yuan 47 0 0 15 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
Automatic programming via large language models with population self-evolution for dynamic job shop scheduling problem Jin Huang Xinyu Li Liang Gao Qihao Liu Yue Teng 21 1 0 30 Oct 2024
Deep Insights into Automated Optimization with Large Language Models and Evolutionary Algorithms He Yu Jiaheng Liu 46 2 0 28 Oct 2024
Kub: Enabling Elastic HPC Workloads on Containerized Environments Daniel Medeiros Jacob Wahlgren Gabin Schieffer Ivy Peng 35 3 0 14 Oct 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
Evolutionary Computation for the Design and Enrichment of General-Purpose Artificial Intelligence Systems: Survey and Prospects Javier Poyatos Javier Del Ser Salvador Garcia H. Ishibuchi Daniel Molina I. Triguero Bing Xue Xin Yao Francisco Herrera 43 1 0 03 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 6 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
When Large Language Model Meets Optimization Sen Huang Kaixiang Yang Sheng Qi Rui Wang 55 8 0 16 May 2024
Position: Leverage Foundational Models for Black-Box Optimization Xingyou Song Yingtao Tian Robert Tjarko Lange Chansoo Lee Yujin Tang Yutian Chen 42 5 0 06 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
Leveraging Large Language Model to Generate a Novel Metaheuristic Algorithm with CRISPE Framework Rui Zhong Yuefeng Xu Chao Zhang Jun Yu 39 3 0 25 Mar 2024
Large Language Model-Based Evolutionary Optimizer: Reasoning with elitism Shuvayan Brahmachary Subodh M. Joshi Aniruddha Panda K. Koneripalli A. Sagotra Harshil Patel Ankush Sharma Ameya Dilip Jagtap Kaushic Kalyanaraman LRM 49 19 0 04 Mar 2024
tnGPS: Discovering Unknown Tensor Network Structure Search Algorithms via Large Language Models (LLMs) Junhua Zeng Chao Li Zhun Sun Qibin Zhao Guoxu Zhou 40 4 0 04 Feb 2024
Large Language Models as Hyper-Heuristics for Combinatorial Optimization Haoran Ye Jiarui Wang Zhiguang Cao Federico Berto Chuanbo Hua Haeyeon Kim Jinkyoo Park Guojie Song 42 46 0 02 Feb 2024
L-AutoDA: Leveraging Large Language Models for Automated Decision-based Adversarial Attacks Ping Guo Fei Liu Xi Lin Qingchuan Zhao Qingfu Zhang 30 0 0 27 Jan 2024
Evolutionary Computation in the Era of Large Language Model: Survey and Roadmap Xingyu Wu Sheng-hao Wu Jibin Wu Liang Feng Kay Chen Tan ELM 51 59 0 18 Jan 2024
Evolution of Heuristics: Towards Efficient Automatic Algorithm Design Using Large Language Model Fei Liu Xialiang Tong Mingxuan Yuan Xi Lin Fu Luo Zhenkun Wang Zhichao Lu Qingfu Zhang VLM 40 55 0 04 Jan 2024
LLM Performance Predictors are good initializers for Architecture Search Ganesh Jawahar Muhammad Abdul-Mageed L. Lakshmanan Dujian Ding LRM 51 19 0 25 Oct 2023
Chip-Chat: Challenges and Opportunities in Conversational Hardware Design Jason Blocklove S. Garg Ramesh Karri Hammond Pearce 45 168 0 22 May 2023
AutoML-GPT: Automatic Machine Learning with GPT Shujian Zhang Chengyue Gong Lemeng Wu Xingchao Liu Mi Zhou LLMAG 67 60 0 04 May 2023
Sparks of Artificial General Intelligence: Early experiments with GPT-4 Sébastien Bubeck Varun Chandrasekaran Ronen Eldan J. Gehrke Eric Horvitz ... Scott M. Lundberg Harsha Nori Hamid Palangi Marco Tulio Ribeiro Yi Zhang ELM AI4MH AI4CE ALM 301 2,232 0 22 Mar 2023
Self-Consistency Improves Chain of Thought Reasoning in Language Models Xuezhi Wang Jason W. Wei Dale Schuurmans Quoc Le Ed H. Chi Sharan Narang Aakanksha Chowdhery Denny Zhou ReLM BDL LRM AI4CE 314 3,248 0 21 Mar 2022