Evolution through Large Models

17 June 2022

Papers citing "Evolution through Large Models"

50 / 53 papers shown

Title
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
LLM-Guided Search for Deletion-Correcting Codes Franziska Weindel Reinhard Heckel LRM 65 0 0 01 Apr 2025
Decision Tree Induction Through LLMs via Semantically-Aware Evolution Tennison Liu Nicolas Huynh M. Schaar 63 0 0 18 Mar 2025
LLM-FE: Automated Feature Engineering for Tabular Data with LLMs as Evolutionary Optimizers Nikhil Abhyankar Parshin Shojaee Chandan K. Reddy 70 0 0 18 Mar 2025
DISC: Dynamic Decomposition Improves LLM Inference Scaling Jonathan Light Wei Cheng Wu Yue Masafumi Oyamada Mengdi Wang Santiago Paternain Haifeng Chen ReLM LRM 66 2 0 23 Feb 2025
PyGen: A Collaborative Human-AI Approach to Python Package Creation Saikat Barua Mostafizur Rahman Md Jafor Sadek Rafiul Islam Shehnaz Khaled Md. Shohrab Hossain 52 1 0 13 Nov 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 128 2 0 01 Nov 2024
Deep Insights into Automated Optimization with Large Language Models and Evolutionary Algorithms He Yu Qingbin Liu 53 2 0 28 Oct 2024
AgentSquare: Automatic LLM Agent Search in Modular Design Space Yu Shang Yu Li Keyu Zhao Likai Ma Qingbin Liu Fengli Xu Yong Li LLMAG 50 10 0 08 Oct 2024
Synthesizing Interpretable Control Policies through Large Language Model Guided Search Carlo Bosio Mark W. Mueller 32 0 0 07 Oct 2024
TS-EoH: An Edge Server Task Scheduling Algorithm Based on Evolution of Heuristic Wang Yatong Pei Yuchen Zhao Yuqi 18 0 0 04 Sep 2024
Grammar-based Game Description Generation using Large Language Models Tsunehiko Tanaka Edgar Simo-Serra 67 2 0 24 Jul 2024
Deep Learning-Based Operators for Evolutionary Algorithms Eliad Shem Tov Moshe Sipper Achiya Elyasaf 28 2 0 15 Jul 2024
GAVEL: Generating Games Via Evolution and Language Models Graham Todd Alexander Padula Matthew Stephenson Éric Piette Dennis J. N. J. Soemers Julian Togelius 45 8 0 12 Jul 2024
LICO: Large Language Models for In-Context Molecular Optimization Tung Nguyen Aditya Grover 46 7 0 27 Jun 2024
Efficient Evolutionary Search Over Chemical Space with Large Language Models Haorui Wang Marta Skreta C. Ser Wenhao Gao Lingkai Kong ... Yanqiao Zhu Yuanqi Du Alán Aspuru-Guzik Kirill Neklyudov Chao Zhang 52 13 0 23 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 56 3 0 14 Jun 2024
Discovering Preference Optimization Algorithms with and for Large Language Models Chris Xiaoxuan Lu Samuel Holt Claudio Fanconi Alex J. Chan Jakob Foerster M. Schaar R. T. Lange OffRL 40 16 0 12 Jun 2024
FunBO: Discovering Acquisition Functions for Bayesian Optimization with FunSearch Virginia Aglietti Ira Ktena Jessica Schrouff Eleni Sgouritsa Francisco J. R. Ruiz Alan Malek Alexis Bellot Silvia Chiappa 40 3 0 07 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 45 22 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 46 1 0 03 Jun 2024
When Large Language Model Meets Optimization Sen Huang Kaixiang Yang Sheng Qi Rui Wang 60 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
LLM-SR: Scientific Equation Discovery via Programming with Large Language Models Parshin Shojaee Kazem Meidani Shashank Gupta A. Farimani Chandan K. Reddy 47 15 0 29 Apr 2024
Large Language Models as In-context AI Generators for Quality-Diversity Bryan Lim Manon Flageat Antoine Cully 40 4 0 24 Apr 2024
CUDA-Accelerated Soft Robot Neural Evolution with Large Language Model Supervision Lechen Zhang 19 1 0 12 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 58 12 0 09 Apr 2024
Teaching Large Language Models to Reason with Reinforcement Learning Alex Havrilla Yuqing Du Sharath Chandra Raparthy Christoforos Nalmpantis Jane Dwivedi-Yu Maksym Zhuravinskyi Eric Hambro Sainbayar Sukhbaatar Roberta Raileanu ReLM LRM 37 71 0 07 Mar 2024
LLaMoCo: Instruction Tuning of Large Language Models for Optimization Code Generation Zeyuan Ma Hongshu Guo Jiacheng Chen Guojun Peng Zhiguang Cao Yining Ma Yue-jiao Gong SyDa ALM 35 17 0 02 Mar 2024
Large Language Models to Enhance Bayesian Optimization Tennison Liu Nicolás Astorga Nabeel Seedat M. Schaar 71 49 0 06 Feb 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 53 59 0 18 Jan 2024
Evolving Code with A Large Language Model Erik Hemberg Stephen Moskal Una-May O’Reilly 37 26 0 13 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 43 57 0 04 Jan 2024
Algorithm Evolution Using Large Language Model Fei Liu Xialiang Tong Mingxuan Yuan Qingfu Zhang 30 39 0 26 Nov 2023
Evolutionary Machine Learning and Games Julian Togelius Ahmed Khalifa Sam Earle M. Green Lisa Soros 46 1 0 20 Nov 2023
Large Language Models as Evolutionary Optimizers Shengcai Liu Caishun Chen Xinghua Qu Jiaheng Zhang Yew-Soon Ong 35 95 0 29 Oct 2023
Eureka: Human-Level Reward Design via Coding Large Language Models Yecheng Jason Ma William Liang Guanzhi Wang De-An Huang Osbert Bastani Dinesh Jayaraman Yuke Zhu Linxi Fan A. Anandkumar 30 295 0 19 Oct 2023
Large Language Model for Multi-objective Evolutionary Optimization Fei Liu Xi Lin Zhenkun Wang Shunyu Yao Xialiang Tong Mingxuan Yuan Qingfu Zhang 24 39 0 19 Oct 2023
ACES: Generating Diverse Programming Puzzles with with Autotelic Generative Models Julien Pourcel Cédric Colas Gaia Molinaro Pierre-Yves Oudeyer Laetitia Teodorescu 43 2 0 15 Oct 2023
An evolutionary model of personality traits related to cooperative behavior using a large language model Reiji Suzuki Takaya Arita LLMAG 29 22 0 03 Oct 2023
Promptbreeder: Self-Referential Self-Improvement Via Prompt Evolution Chrisantha Fernando Dylan Banarse Henryk Michalewski Simon Osindero Tim Rocktaschel LLMAG ReLM LRM 37 182 0 28 Sep 2023
Large Language Models as Optimizers Chengrun Yang Xuezhi Wang Yifeng Lu Hanxiao Liu Quoc V. Le Denny Zhou Xinyun Chen ODL 43 380 0 07 Sep 2023
OctoPack: Instruction Tuning Code Large Language Models Niklas Muennighoff Qian Liu A. Zebaze Qinkai Zheng Binyuan Hui Terry Yue Zhuo Swayam Singh Xiangru Tang Leandro von Werra Shayne Longpre VLM ALM 71 120 0 14 Aug 2023
Evolutionary Verbalizer Search for Prompt-based Few Shot Text Classification Tongtao Ling Lei Chen Yutao Lai Haiyan Liu VLM 23 4 0 18 Jun 2023
LLMatic: Neural Architecture Search via Large Language Models and Quality Diversity Optimization Muhammad Umair Nasir Sam Earle C. Cleghorn Steven D. James Julian Togelius 38 59 0 01 Jun 2023
Visualization in the Era of Artificial Intelligence: Experiments for Creating Structural Visualizations by Prompting Large Language Models Hans-Georg Fill Fabian Muff VLM 16 4 0 05 May 2023
Ensoul: A framework for the creation of self organizing intelligent ultra low power systems (SOULS) through evolutionary enerstatic networks Ty Roachford 18 0 0 26 Apr 2023
EvoPrompting: Language Models for Code-Level Neural Architecture Search Angelica Chen David Dohan David R. So VLM LRM 31 84 0 28 Feb 2023
Language Model Crossover: Variation through Few-Shot Prompting Elliot Meyerson M. Nelson Herbie Bradley Adam Gaier Arash Moradi Amy K. Hoover Joel Lehman VLM 45 79 0 23 Feb 2023
MarioGPT: Open-Ended Text2Level Generation through Large Language Models Shyam Sudhakaran Miguel González Duque Claire Glanois Matthias Anton Freiberger Elias Najarro S. Risi VLM 34 54 0 12 Feb 2023