MemArena: An Ego-Centric Benchmark for On-Device Agentic Personal Memory Assistants at Scale.

arXiv:2608.02613v2 Announce Type: replace-cross Abstract: Edge-deployed personal memory assistants must handle private interpersonal conversations on-device with open-weight models. Yet, existing memory benchmarks often under-test the combination of activity-d