AINeutralarXiv – CS AI · 7h ago6/10
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Continual Knowledge Updating in LLM Systems: Learning Through Multi-Timescale Memory Dynamics
Researchers introduce Memini, a system that applies biological multi-timescale memory dynamics to external memory in large language models. By organizing knowledge as a directed graph where edges follow coupled fast and slow variables inspired by synaptic consolidation, the system enables LLMs to continuously update their knowledge without explicit management, allowing new information to be immediately useful while less relevant associations gradually fade.