Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents

A research agenda for building long-term agents with explicit episodic memory, organized around single-shot learning, contextual specificity, temporal organization, flexible retrieval, and continual accumulation of experience.

Recommended citation: Pink, M., Wu, Q., Vo, V. A., Turek, J., Mu, J., Huth, A., & Toneva, M. (2025). "Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents." arXiv:2502.06975. https://arxiv.org/abs/2502.06975