Author

En-Min Zhou

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Preprint Sep 2026

ICM-Bench: Person-Level Identity Reasoning in Multimodal Agents with Long-Term Memory

Long-horizon multimodal agents should remember not only what happened but also who participated. This capability depends on linking recurring faces, voices, names, person-associated objects, events, and social relations to consistent identities over time. Existing long-video and multimodal-agent benchmarks measure broa...

Shi-Du Ren, Yun-Ze Liu, Xingxian Liu et al. · 0 citations

#natural language process... Preprint Sep 2026

To Memories and Beyond: From Remembering to Knowing You across Long-Term Multimodal Personal Archives

As AI systems evolve into personalized digital companions, a central capability is reasoning over a user's long-term personal history: not merely storing past events, but tracking longitudinal experiences and evolving preferences. Progress here is bottlenecked by evaluation, existing long-term memory benchmarks are lar...

Wen-Qi Zhou, Zhuo-Rui Yu, Kai-Ao Wen et al. · 0 citations