作者位次 #7/9ACL 2026Findings· Findings of ACL
Synapse: Empowering LLM Agents with Episodic-Semantic Memory via Spreading Activation
Hanqi Jiang · Junhao Chen · Yi Pan · Ling Chen · Weihang You · Yifan Zhou · Ruidong Zhang · Yohannes Abate · Tianming Liu
摘要
While Large Language Models (LLMs) excel at generalized reasoning, standard retrieval-augmented approaches fail to address the disconnected nature of long-term agentic memory. To bridge this gap, we introduce Synapse (Synergistic Associative Processing Semantic Encoding), a unified memory archite...