UniMem: Complementary Episodic-to-Parametric Memory for Boundary-Agnostic Task Streams
By Siyu Xia · Paper · cs.CL
Memory is essential for LLM agents to accumulate task experience and reuse task-specific execution strategies. However, real-world deployment over boundary-agnostic and evolving task streams exposes a fundamental stability-plasticity dilemma. External retrieval-based memory can r