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cs.AI2025
LifelongAgentBench: Evaluating LLM Agents as Lifelong Learners
Junhao Zheng, Xidi Cai, Qiuke Li +5
Lifelong learning is essential for intelligent agents operating in dynamic environments. Current large language model (LLM)-based agents, however, remain stateless and unable to ac…
cs.AI2025
Lifelong Learning of Large Language Model based Agents: A Roadmap
Junhao Zheng, Chengming Shi, Xidi Cai +5
Lifelong learning, also known as continual or incremental learning, is a crucial component for advancing Artificial General Intelligence (AGI) by enabling systems to continuously a…