2 papers
cs.LG2026
When Should the Teacher Move? Temporal Coupling and Stability in Self On-Policy Distillation
Haowei Guo, Baolong Bi, Ruicheng Zhang +2
Self on-policy distillation trains a student policy against a teacher derived from its own parameter history, yet the teacher's update schedule -- which governs the \emph{temporal…
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…