egocentric memory 1hierarchical memory 1multimodal streaming 1on-device inference 1personal AI assistants 1
From the 1 of 3 linked papers with an AI index.
3 papers
cs.CL2026
LightMem-Ego: Your AI Memory for Everyday Life
Yijun Chen, Boyi Xiao, Yixian Zhao +10
The paper introduces LightMem-Ego, a lightweight on‑device system that continuously records egocentric video and audio, organizes them into hierarchical short‑ and long‑term memori…
cs.CL2026
TokenPilot: Cache-Efficient Context Management for LLM Agents
Buqiang Xu, Zirui Xue, Dianmou Chen +12
As LLM agents are deployed in long-horizon sessions, context accumulation drives up inference costs. Existing approaches utilize text pruning or dynamic memory eviction to minimize…
cs.CL2026
StructMem: Structured Memory for Long-Horizon Behavior in LLMs
Buqiang Xu, Yijun Chen, Jizhan Fang +5
Long-term conversational agents need memory systems that capture relationships between events, not merely isolated facts, to support temporal reasoning and multi-hop question answe…