Niantao Xie

FADEMEM: BIOLOGICALLY-INSPIRED FORGETTING FOR EFFICIENT AGENT MEMORY

Large language models deployed as autonomous agents face critical memory limitations, lacking selective forgetting mechanisms that lead to either catastrophic forgetting at context boundaries or information overload within them. While human memory naturally balances retention and forgetting through…