A list of awesome papers and resources of the intersection of Large Language Models and Evolutionary Computation.
☆151Mar 18, 2025Updated last year
Alternatives and similar repositories for LLM4EC
Users that are interested in LLM4EC are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- A Collection on Large Language Models for Optimization☆400Mar 31, 2026Updated 5 months ago
- Evolution of Heuristics☆363Aug 6, 2026Updated last month
- Large Language Model Evolutionary Algorithm☆130Updated this week
- A collection of LLMs for optimization, including modeling and solving☆57Sep 8, 2026Updated 2 weeks ago
- Large Language Model for MOEA☆62May 30, 2024Updated 2 years ago
- AI Agents on DigitalOcean Gradient AI Platform • AdBuild production-ready AI agents using customizable tools or access multiple LLMs through a single endpoint. Create custom knowledge bases or connect external data.
- LLM4AD: A Platform for Algorithm Design with Large Language Model☆778Jun 30, 2026Updated 2 months ago
- [NeurIPS 2024] ReEvo: Large Language Models as Hyper-Heuristics with Reflective Evolution☆302Jan 24, 2026Updated 8 months ago
- Evolutionary-Algorithm and Large-Language-Model☆25Nov 5, 2024Updated last year
- Recent research papers about Foundation Models for Combinatorial Optimization☆586Sep 4, 2026Updated 3 weeks ago
- [AAAI-25] HSEvo: Elevating Automatic Heuristic Design with Diversity-Driven Harmony Search and Genetic Algorithm Using LLMs☆40Jul 6, 2026Updated 2 months ago
- A collection of MetaBBO papers and code sources☆112Feb 6, 2026Updated 7 months ago
- Neuroevolution Benchmark in JAX 🦕☆43Nov 5, 2023Updated 2 years ago
- Meta-black-box Optimization Platform☆21Apr 28, 2025Updated last year
- Large language model as optimizer☆22Apr 26, 2024Updated 2 years ago
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- Transforming Neural Architecture Search (NAS) into multi-objective optimization problems. A benchmark suite for testing evolutionary algo…☆142May 1, 2026Updated 4 months ago
- Code for [ICML2025]``Monte Carlo Tree Search for Comprehensive Exploration in LLM-Based Automatic Heuristic Design``.☆87May 23, 2025Updated last year
- ☆13Jul 15, 2024Updated 2 years ago
- code for paper "Large Language Models as End-to-end Combinatorial Optimization Solvers"☆93Oct 24, 2025Updated 11 months ago
- OR-LLM-Agent: Automating Modeling and Solving of Operations Research Optimization Problems with Reasoning LLM☆101Jun 23, 2026Updated 3 months ago
- Multitask Optimization Platform (MToP): A MATLAB Benchmarking Platform for Evolutionary Multitasking☆209Updated this week
- Evolutionary decision trees☆11Jun 16, 2025Updated last year
- The LLMOPT project offers a comprehensive set of resources, including the model, dataset, training framework, and inference code, enablin…☆157Nov 19, 2025Updated 10 months ago
- multi-task learning for routing problem☆24Dec 2, 2025Updated 9 months ago
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- Official implementation of the paper Connecting Large Language Models with Evolutionary Algorithms Yields Powerful Prompt Optimizers☆253Sep 22, 2025Updated last year
- L2O/NCO codes from CIAM Group at SUSTech, Shenzhen, China☆100May 28, 2025Updated last year
- Must-read Papers on Large Language Model (LLM) as Optimizers and Automatic Optimization for Prompting LLMs.☆249Mar 19, 2024Updated 2 years ago
- [NeurIPS 2023] DeepACO: Neural-enhanced Ant Systems for Combinatorial Optimization☆198Sep 29, 2024Updated last year
- [ICLR 2025] Graph Assisted Offline-Online Deep Reinforcement Learning (GOODRL) for Dynamic Workflow Scheduling (DWS)☆31Jul 14, 2026Updated 2 months ago
- Official repository for "Construction of Hierarchical Neural Architecture Search Spaces based on Context-free Grammars" (NeurIPS 2023)☆17Oct 26, 2023Updated 2 years ago
- A comprehensive list of gradient-based multi-objective optimization algorithms in deep learning.☆120Aug 8, 2025Updated last year
- Applying Evolutionary Computing to Embeddings of Diffusion Models☆16Jun 6, 2026Updated 3 months ago
- [NeurIPS 2024 Datasets and Benchmarks Track] Benchmarking PtO and PnO Methods in the Predictive Combinatorial Optimization Regime☆26Mar 27, 2025Updated last year
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- [ICML 2024] Official Pytorch implementation of the paper "A Neural-Guided Dynamic Symbolic Network for Exploring Mathematical Expressions…☆22Nov 15, 2025Updated 10 months ago
- A PyTorch library for all things Reinforcement Learning (RL) for Combinatorial Optimization (CO)☆905Sep 14, 2026Updated last week
- Mamo: a Mathematical Modeling Benchmark with Solvers☆15Jun 12, 2024Updated 2 years ago
- ☆14Nov 26, 2022Updated 3 years ago
- ☆14Aug 22, 2024Updated 2 years ago
- The official implementation of RelativeNAS☆45Jul 14, 2021Updated 5 years ago
- [AAAI 2026] Benchmarking Language Model Agents in Algorithm Search for Combinatorial Optimization☆59May 17, 2026Updated 4 months ago