一作ACL 2026Poster· Natural Language Processing
H e L a-Mem: Hebbian Learning and Associative Memory for LLM Agents
Jinchang Zhu · Jindong Li · Cheng Zhang · Jiahong Liu · Menglin Yang
摘要
Long-term memory is a critical challenge for Large Language Model agents, as fixed context windows cannot preserve coherence across extended interactions. Existing memory systems represent conversation history as unstructured embedding vectors, retrieving information through semantic similarity....