2 papers
cs.AI2026
LAM: Efficient Lossy Agent Memory Framework With A Retrieval-Score Error Bound
Baixi Sun, Le Chen, Anjir Ahmed Chowdhury +10
Agent memory grows as agents read inputs, reason, and call tools. Longer histories increase inference cost and eventually exceed the context window. LLM-based summarization reduces…
cs.DC2026
ECAS: An Edge-Controlled Agentic System for Validation-Gated Scientific Application Execution
Baixi Sun, Mingze Xia, Huihuo Zheng
Scientific applications increasingly rely on high-performance computing (HPC), yet translating a scientist's high-level goal into a correct target-scale execution remains brittle a…