2 papers
cs.DC2026
Beyond Storage: State as a Runtime Control Problem in Parallel and Distributed Systems
Shuhao Zhang, Haoran Peng, Chun Ho Ma +6
Shared state increasingly shapes both performance and failure behavior in streaming, serving, retrieval, and continual-learning systems. Existing studies, however, often isolate ac…
cs.AI2026
Neuromem: A Granular Decomposition of the Streaming Lifecycle in External Memory for LLMs
Ruicheng Zhang, Xinyi Li, Tianyi Xu +3
Most evaluations of External Memory Module assume a static setting: memory is built offline and queried at a fixed state. In practice, memory is streaming: new facts arrive continu…