LLMatic: Neural Architecture Search via Large Language Models and Quality Diversity Optimization

1 June 2023

Papers citing "LLMatic: Neural Architecture Search via Large Language Models and Quality Diversity Optimization"

47 / 47 papers shown

Title
InnateCoder: Learning Programmatic Options with Foundation Models Rubens O. Moraes Quazi Asif Sadmine Hendrik Baier Levi H. S. Lelis OffRL 7 0 0 18 May 2025
MONAQ: Multi-Objective Neural Architecture Querying for Time-Series Analysis on Resource-Constrained Devices Patara Trirat Jae-Gil Lee 29 0 0 15 May 2025
Evolution Meets Diffusion: Efficient Neural Architecture Generation Bingye Zhou Caiyang Yu DiffM 60 0 0 24 Apr 2025
Transferrable Surrogates in Expressive Neural Architecture Search Spaces Shiwen Qin Gabriela Kadlecová Martin Pilát Shay B. Cohen Roman Neruda Elliot J. Crowley Jovita Lukasik Linus Ericsson AI4CE 178 0 0 17 Apr 2025
Can LLMs Revolutionize the Design of Explainable and Efficient TinyML Models? Christophe El Zeinaty W. Hamidouche Glenn Herrou D. Ménard Merouane Debbah 43 0 0 13 Apr 2025
LLM-Guided Evolution: An Autonomous Model Optimization for Object Detection YiMing Yu Jason Zutty 36 0 0 03 Apr 2025
LLM-Guided Search for Deletion-Correcting Codes Franziska Weindel Reinhard Heckel LRM 63 0 0 01 Apr 2025
Arch-LLM: Taming LLMs for Neural Architecture Generation via Unsupervised Discrete Representation Learning Deshani Geethika Poddenige Sachith Seneviratne Damith A. Senanayake Mahesan Niranjan PN Suganthan Saman K. Halgamuge 51 0 0 28 Mar 2025
Exploring the Roles of Large Language Models in Reshaping Transportation Systems: A Survey, Framework, and Roadmap Tong Nie Jian Sun Wei Ma 72 1 0 27 Mar 2025
Decision Tree Induction Through LLMs via Semantically-Aware Evolution Tennison Liu Nicolas Huynh M. Schaar 63 0 0 18 Mar 2025
SEKI: Self-Evolution and Knowledge Inspiration based Neural Architecture Search via Large Language Models Zicheng Cai Yaohua Tang Yutao Lai Hua Wang Zhaoyu Chen Hao Chen LLMAG VLM LRM 50 0 0 27 Feb 2025
MLGym: A New Framework and Benchmark for Advancing AI Research Agents Deepak Nathani Lovish Madaan Nicholas Roberts Nikolay Bashlykov Ajay Menon ... Tatiana Shavrina Jakob Foerster Yoram Bachrach William Yang Wang Roberta Raileanu LLMAG 88 8 0 21 Feb 2025
GAIS: A Novel Approach to Instance Selection with Graph Attention Networks Zahiriddin Rustamov Ayham Zaitouny Rafat Damseh Nazar Zaki 41 0 0 26 Dec 2024
GameTraversalBenchmark: Evaluating Planning Abilities Of Large Language Models Through Traversing 2D Game Maps Muhammad Umair Nasir Steven D. James Julian Togelius ELM LRM 34 3 0 10 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
Multi-objective Evolution of Heuristic Using Large Language Model Shunyu Yao Fei Liu Xi Lin Zhichao Lu Zhenkun Wang Qingfu Zhang 39 6 0 25 Sep 2024
Adaptive Learn-then-Test: Statistically Valid and Efficient Hyperparameter Selection Matteo Zecchin Sangwoo Park Osvaldo Simeone LM&MA 79 3 0 24 Sep 2024
OStr-DARTS: Differentiable Neural Architecture Search based on Operation Strength Le Yang Ziwei Zheng Yizeng Han Shiji Song Gao Huang Fan Li 28 1 0 22 Sep 2024
Design Principle Transfer in Neural Architecture Search via Large Language Models Xun Zhou Liang Feng Xingyu Wu Zhichao Lu Kay Chen Tan 41 3 0 21 Aug 2024
Grammar-based Game Description Generation using Large Language Models Tsunehiko Tanaka Edgar Simo-Serra 67 2 0 24 Jul 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
Meta-Learning an Evolvable Developmental Encoding Milton L. Montero Erwan Plantec Eleni Nisioti J. Pedersen Sebastian Risi 40 0 0 13 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
REvolve: Reward Evolution with Large Language Models using Human Feedback Rishi Hazra Alkis Sygkounas A. Persson Amy Loutfi Pedro Zuidberg Dos Martires 48 2 0 03 Jun 2024
When Large Language Model Meets Optimization Sen Huang Kaixiang Yang Sheng Qi Rui Wang 57 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
Word2World: Generating Stories and Worlds through Large Language Models Muhammad Umair Nasir Steven D. James Julian Togelius 34 11 0 06 May 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
EDT: Improving Large Language Models' Generation by Entropy-based Dynamic Temperature Sampling Shimao Zhang Yu Bao Shujian Huang 27 8 0 21 Mar 2024
When Large Language Models Meet Evolutionary Algorithms: Potential Enhancements and Challenges Wang Chao Jiaxuan Zhao Licheng Jiao Lingling Li Fang Liu Shuyuan Yang 75 13 0 19 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
Evolving Code with A Large Language Model Erik Hemberg Stephen Moskal Una-May O’Reilly 35 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 56 0 04 Jan 2024
Algorithm Evolution Using Large Language Model Fei Liu Xialiang Tong Mingxuan Yuan Qingfu Zhang 30 39 0 26 Nov 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
ACES: Generating Diverse Programming Puzzles with with Autotelic Generative Models Julien Pourcel Cédric Colas Gaia Molinaro Pierre-Yves Oudeyer Laetitia Teodorescu 41 2 0 15 Oct 2023
Large Language Models for Software Engineering: A Systematic Literature Review Xinying Hou Yanjie Zhao Yue Liu Zhou Yang Kailong Wang Li Li Xiapu Luo David Lo John C. Grundy Haoyu Wang 39 332 0 21 Aug 2023
When Large Language Models Meet Personalization: Perspectives of Challenges and Opportunities Jin Chen Zheng Liu Xunpeng Huang Chenwang Wu Qi Liu ... Yuxuan Lei Xiaolong Chen Xingmei Wang Defu Lian Enhong Chen ALM 35 112 0 31 Jul 2023
AutoML in the Age of Large Language Models: Current Challenges, Future Opportunities and Risks Alexander Tornede Difan Deng Theresa Eimer Joseph Giovanelli Aditya Mohan ... Sarah Segel Daphne Theodorakopoulos Tanja Tornede Henning Wachsmuth Marius Lindauer 41 23 0 13 Jun 2023
Practical PCG Through Large Language Models Muhammad Umair Nasir Julian Togelius LLMAG 46 23 0 20 May 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
Augmentative Topology Agents For Open-Ended Learning Muhammad Umair Nasir Michael Beukman Steven D. James C. Cleghorn 39 3 0 20 Oct 2022
The CLRS Algorithmic Reasoning Benchmark Petar Velivcković Adria Puigdomenech Badia David Budden Razvan Pascanu Andrea Banino Mikhail Dashevskiy R. Hadsell Charles Blundell 163 89 0 31 May 2022
Geographical Distance Is The New Hyperparameter: A Case Study Of Finding The Optimal Pre-trained Language For English-isiZulu Machine Translation Muhammad Umair Nasir Innocent Amos Mchechesi 42 8 0 17 May 2022
The Pile: An 800GB Dataset of Diverse Text for Language Modeling Leo Gao Stella Biderman Sid Black Laurence Golding Travis Hoppe ... Horace He Anish Thite Noa Nabeshima Shawn Presser Connor Leahy AIMat 282 2,007 0 31 Dec 2020
A Survey on Evolutionary Neural Architecture Search Yuqiao Liu Yizhou Sun Bing Xue Mengjie Zhang Gary G. Yen Kay Chen Tan 123 405 0 25 Aug 2020
ImageNet Large Scale Visual Recognition Challenge Olga Russakovsky Jia Deng Hao Su J. Krause S. Satheesh ... A. Karpathy A. Khosla Michael S. Bernstein Alexander C. Berg Li Fei-Fei VLM ObjD 307 39,238 0 01 Sep 2014