Evolutionary Computation in the Era of Large Language Model: Survey and Roadmap

18 January 2024

Xingyu Wu

Sheng-hao Wu

Jibin Wu

Liang Feng

Kay Chen Tan

ELM

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Papers citing "Evolutionary Computation in the Era of Large Language Model: Survey and Roadmap"

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Title
Visual Evolutionary Optimization on Combinatorial Problems with Multimodal Large Language Models: A Case Study of Influence Maximization Jie Zhao K. H. Cheong OffRL 16 0 0 11 May 2025
Evolutionary ecology of words Reiji Suzuki Takaya Arita 19 0 0 09 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 36 1 0 07 May 2025
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
QM-ToT: A Medical Tree of Thoughts Reasoning Framework for Quantized Model Zongxian Yang Jiayu Qian Z. Huang Kay Chen Tan LM&MA LRM 28 0 0 13 Apr 2025
Confirmation Bias in Generative AI Chatbots: Mechanisms, Risks, Mitigation Strategies, and Future Research Directions Yiran Du 21 0 0 12 Apr 2025
Memetic Search for Green Vehicle Routing Problem with Private Capacitated Refueling Stations Rui Xu Xing Fan Shengcai Liu Wenjie Chen K. Tang 18 0 0 06 Apr 2025
LLM-Guided Evolution: An Autonomous Model Optimization for Object Detection YiMing Yu Jason Zutty 28 0 0 03 Apr 2025
LLM-FE: Automated Feature Engineering for Tabular Data with LLMs as Evolutionary Optimizers Nikhil Abhyankar Parshin Shojaee Chandan K. Reddy 58 0 0 18 Mar 2025
Large Language Model as Meta-Surrogate for Data-Driven Many-Task Optimization: A Proof-of-Principle Study X. Zhang Yue-jiao Gong Jun Zhang 48 0 0 11 Mar 2025
Large Language Model-Based Benchmarking Experiment Settings for Evolutionary Multi-Objective Optimization Lie Meng Pang H. Ishibuchi 35 0 0 28 Feb 2025
MOLLM: Multi-Objective Large Language Model for Molecular Design -- Optimizing with Experts Nian Ran Yue Wang Richard Allmendinger 54 0 0 18 Feb 2025
How Do LLMs Acquire New Knowledge? A Knowledge Circuits Perspective on Continual Pre-Training Yixin Ou Yunzhi Yao N. Zhang Hui Jin Jiacheng Sun Shumin Deng Z. Li H. Chen KELM CLL 49 0 0 16 Feb 2025
An Overview and Discussion on Using Large Language Models for Implementation Generation of Solutions to Open-Ended Problems Hashmath Shaik Alex Doboli OffRL ELM 55 0 0 31 Dec 2024
An Evolutionary Large Language Model for Hallucination Mitigation Abdennour Boulesnane Abdelhakim Souilah HILM 75 0 0 03 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 95 2 0 01 Nov 2024
Deep Insights into Automated Optimization with Large Language Models and Evolutionary Algorithms He Yu J. Liu 35 1 0 28 Oct 2024
Model Swarms: Collaborative Search to Adapt LLM Experts via Swarm Intelligence Shangbin Feng Zifeng Wang Yike Wang Sayna Ebrahimi Hamid Palangi ... Nathalie Rauschmayr Yejin Choi Yulia Tsvetkov Chen-Yu Lee Tomas Pfister MoMe 27 3 0 15 Oct 2024
HM3: Hierarchical Multi-Objective Model Merging for Pretrained Models Yu Zhou Xingyu Wu Jibin Wu Liang Feng Kay Chen Tan MoMe 54 0 0 27 Sep 2024
Design Principle Transfer in Neural Architecture Search via Large Language Models Xun Zhou Liang Feng Xingyu Wu Zhichao Lu Kay Chen Tan 26 3 0 21 Aug 2024
A Taxonomy of Architecture Options for Foundation Model-based Agents: Analysis and Decision Model Jingwen Zhou Qinghua Lu Jieshan Chen Liming Zhu Xiwei Xu Zhenchang Xing Stefan Harrer 36 0 0 06 Aug 2024
An investigation on the use of Large Language Models for hyperparameter tuning in Evolutionary Algorithms Leonardo Lucio Custode Fabio Caraffini Anil Yaman Giovanni Iacca 35 2 0 05 Aug 2024
Understanding the Importance of Evolutionary Search in Automated Heuristic Design with Large Language Models Rui Zhang Fei Liu Xi Lin Zhenkun Wang Zhichao Lu Qingfu Zhang 21 7 0 15 Jul 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
From Text to Life: On the Reciprocal Relationship between Artificial Life and Large Language Models Eleni Nisioti Claire Glanois Elias Najarro Andrew Dai Elliot Meyerson J. Pedersen Laetitia Teodorescu Conor F. Hayes Shyam Sudhakaran Sebastian Risi AI4CE LM&Ro 35 2 0 14 Jun 2024
Open-Endedness is Essential for Artificial Superhuman Intelligence Edward Hughes Michael Dennis Jack Parker-Holder Feryal M. P. Behbahani Aditi Mavalankar Yuge Shi Tom Schaul Tim Rocktaschel LRM 32 18 0 06 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 22 1 0 03 Jun 2024
Evolutionary Large Language Model for Automated Feature Transformation Nanxu Gong Chandan K. Reddy Wangyang Ying Yanjie Fu 26 0 0 25 May 2024
When Large Language Model Meets Optimization Sen Huang Kaixiang Yang Sheng Qi Rui Wang 31 8 0 16 May 2024
Enhancing Decision-Making in Optimization through LLM-Assisted Inference: A Neural Networks Perspective Gaurav Singh K. Bali 28 1 0 12 May 2024
Large Language Model-Aided Evolutionary Search for Constrained Multiobjective Optimization Zeyi Wang Songbai Liu Jianyong Chen Kay Chen Tan 29 8 0 09 May 2024
LLM-SR: Scientific Equation Discovery via Programming with Large Language Models Parshin Shojaee Kazem Meidani Shashank Gupta A. Farimani Chandan K. Reddy 37 13 0 29 Apr 2024
Multi-View Subgraph Neural Networks: Self-Supervised Learning with Scarce Labeled Data Zhenzhong Wang Qingyuan Zeng Wanyu Lin Min Jiang Kay Chen Tan SSL 27 1 0 19 Apr 2024
CausalBench: A Comprehensive Benchmark for Causal Learning Capability of Large Language Models Yu Zhou Xingyu Wu Beichen Huang Jibin Wu Liang Feng Kay Chen Tan ELM CML 40 2 0 09 Apr 2024
Exploring the True Potential: Evaluating the Black-box Optimization Capability of Large Language Models Beichen Huang Xingyu Wu Yu Zhou Jibin Wu Liang Feng Ran Cheng Kay Chen Tan 50 12 0 09 Apr 2024
BLADE: Enhancing Black-box Large Language Models with Small Domain-Specific Models Haitao Li Qingyao Ai Jia Chen Qian Dong Zhijing Wu Yiqun Liu Chong Chen Qi Tian AILaw 37 13 0 27 Mar 2024
Identify Critical Nodes in Complex Network with Large Language Models Jinzhu Mao Dongyun Zou Li Sheng Siyi Liu Chen Gao Yue Wang Yong Li 34 3 0 01 Mar 2024
Diffusion-ES: Gradient-free Planning with Diffusion for Autonomous Driving and Zero-Shot Instruction Following Brian Yang Huangyuan Su N. Gkanatsios Tsung-Wei Ke Ayush Jain Jeff Schneider Katerina Fragkiadaki DiffM 37 19 0 09 Feb 2024
tnGPS: Discovering Unknown Tensor Network Structure Search Algorithms via Large Language Models (LLMs) Junhua Zeng Chao Li Zhun Sun Qibin Zhao Guoxu Zhou 21 4 0 04 Feb 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 32 53 0 04 Jan 2024
Large Language Model-Enhanced Algorithm Selection: Towards Comprehensive Algorithm Representation Xingyu Wu Yan Zhong Jibin Wu Bingbing Jiang Kay Chen Tan 19 5 0 22 Nov 2023
LLM Performance Predictors are good initializers for Architecture Search Ganesh Jawahar Muhammad Abdul-Mageed L. Lakshmanan Dujian Ding LRM 40 10 0 25 Oct 2023
An Edge-Aware Graph Autoencoder Trained on Scale-Imbalanced Data for Traveling Salesman Problems Shiqing Liu Xueming Yan Yaochu Jin 34 8 0 10 Oct 2023
SPELL: Semantic Prompt Evolution based on a LLM Yujian Betterest Li Kai Wu 39 10 0 02 Oct 2023
GPT4AIGChip: Towards Next-Generation AI Accelerator Design Automation via Large Language Models Yonggan Fu Yongan Zhang Zhongzhi Yu Sixu Li Zhifan Ye Chaojian Li Cheng Wan Ying Lin 32 59 0 19 Sep 2023
AutoML-GPT: Automatic Machine Learning with GPT Shujian Zhang Chengyue Gong Lemeng Wu Xingchao Liu Mi Zhou LLMAG 52 59 0 04 May 2023
Reliable Gradient-free and Likelihood-free Prompt Tuning Maohao Shen S. Ghosh P. Sattigeri Subhro Das Yuheng Bu G. Wornell VLM 44 10 0 30 Apr 2023
Harnessing the Power of LLMs in Practice: A Survey on ChatGPT and Beyond Jingfeng Yang Hongye Jin Ruixiang Tang Xiaotian Han Qizhang Feng Haoming Jiang Bing Yin Xia Hu LM&MA 123 593 0 26 Apr 2023
Automated Design of Metaheuristic Algorithms: A Survey Qi Zhao Qiqi Duan Bai Yan Shi Cheng Yuhui Shi 24 10 0 12 Mar 2023
Red Teaming Language Models to Reduce Harms: Methods, Scaling Behaviors, and Lessons Learned Deep Ganguli Liane Lovitt John Kernion Amanda Askell Yuntao Bai ... Nicholas Joseph Sam McCandlish C. Olah Jared Kaplan Jack Clark 216 327 0 23 Aug 2022