qianlima-lab/awesome-lifelong-llm-agent
TPAMI 2026 | This repository collects awesome survey, resource, and paper for lifelong learning LLM agents
This repository provides a curated collection of research papers and resources focused on how Large Language Model (LLM) agents can continuously learn and adapt over time, much like humans do. It organizes research into key areas such as how agents perceive information, manage memory, and perform actions. Anyone involved in AI research, particularly those developing intelligent agents or advanced LLM applications, would find this useful for staying updated on the latest advancements in making LLMs learn throughout their 'lifespan'.
284 stars.
Use this if you are a researcher or developer actively working on improving the long-term learning capabilities of AI agents powered by Large Language Models.
Not ideal if you are looking for a plug-and-play software tool or a basic introduction to LLMs, as this resource is deeply technical and research-oriented.
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284
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18
Language
Python
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Last pushed
Feb 05, 2026
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