Research Papers Institution
MemTensor (Shanghai) Technology, working with Tongji University's College of Design and Innovation, builds memory and privacy systems for LLM agents.
MemPrivacy swaps sensitive spans for type-aware placeholders on-device, processes memory in the cloud over them, then restores them locally — utility loss stays within 1.6% and 0.6B-4B models beat GPT-5.2 at detection.
SkillsVote treats agent skills as a governed library — profiling a million-scale corpus, recommending skills before a run, and gating updates after. Offline evolution lifts GPT-5.2 on Terminal-Bench 2.0 by up to 7.9 pp.