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A Survey of Self-Evolving Agents | A curated list of resources (surveys, papers, benchmarks, and opensource projects) on Self-Evolving Agents.

69 4 Updated Mar 30, 2026

Noah Research

Python 939 179 Updated Mar 20, 2026

OpenClaw-RL: Train any agent simply by talking

Python 4,421 440 Updated Mar 28, 2026

[arXiv:2510.06261] "AlphaApollo: A System for Deep Agentic Reasoning"

Python 37 8 Updated Mar 24, 2026

A curated list of papers and resources based on the survey "Agentic Reasoning for Large Language Models"

1,164 91 Updated Mar 9, 2026

Generative models (GAN, VAE, Diffusion Models, Autoregressive Models) implemented with Pytorch, Pytorch_lightning and hydra.

Python 61 10 Updated May 5, 2023

This project aim to share the knowledge and code concerning generative models, including: GAN, Diffusion, VAE.

Python 119 28 Updated May 8, 2023
Python 290 19 Updated Jan 3, 2026

Toward Effective Tool-Integrated Reasoning via Self-Evolved Preference Learning

Python 29 1 Updated Sep 30, 2025

🚀🚀 「大模型」2小时完全从0训练64M的小参数GPT!🌏 Train a 64M-parameter GPT from scratch in just 2h!

Python 44,773 5,401 Updated Mar 27, 2026

MemGen: Weaving Generative Latent Memory for Self-Evolving Agents

Python 341 28 Updated Feb 27, 2026

MemEvolve & EvolveLab

Python 198 24 Updated Dec 23, 2025

A benchmark for evaluating LLMs on open-ended CS problems. Exploring the Next Frontier of Computer Science.

C++ 173 29 Updated Mar 26, 2026

ThetaEvolve: Test-time Learning on Open Problems, enabling RL training on AlphaEvolve/OpenEvolve and emphasizing scaling test-time compute

Python 139 14 Updated Feb 27, 2026

The open-source code for the NeurIPS 2025 paper, "Beyond the 80/20 Rule: High-Entropy Minority Tokens Drive Effective Reinforcement Learning for LLM Reasoning."

Python 49 3 Updated Jan 5, 2026

https://hrl.boyuai.com/

Jupyter Notebook 4,632 806 Updated Nov 22, 2022

[Survey] A Comprehensive Survey of Self-Evolving AI Agents: A New Paradigm Bridging Foundation Models and Lifelong Agentic Systems

1,999 143 Updated Oct 11, 2025

Open-source implementation of AlphaEvolve

Python 5,797 923 Updated Mar 18, 2026

ShinkaEvolve: Towards Open-Ended and Sample-Efficient Program Evolution 🧬

Python 1,016 201 Updated Mar 27, 2026
Python 69 8 Updated Jan 28, 2026

KDD2025, Generative Next POI Recommendation with Semantic ID

Python 35 10 Updated Mar 17, 2026
Jupyter Notebook 2,901 725 Updated Aug 13, 2025

[NeurIPS 2025] CAM: A Constructivist View of Agentic Memory for LLM-Based Reading Comprehension

Python 19 5 Updated Oct 8, 2025

Universal memory layer for AI Agents

Python 51,488 5,757 Updated Mar 30, 2026

The code for NeurIPS 2025 paper "A-Mem: Agentic Memory for LLM Agents"

Python 842 80 Updated Mar 5, 2026

A Survey of Personalization: From RAG to Agent

105 7 Updated Aug 6, 2025

Search-R1: An Efficient, Scalable RL Training Framework for Reasoning & Search Engine Calling interleaved LLM based on veRL

Python 4,337 373 Updated Nov 13, 2025

This repository introduce a comprehensive paper list, datasets, methods and tools for memory research.

351 19 Updated Dec 29, 2025
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