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

Jiadong Zhang, Xiaosong Ma

Edge-deployed personal memory assistants must handle private interpersonal conversations on-device with open-weight models. Yet, existing memory benchmarks often under-test the com…