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Author

Chi-Hao Wu

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Preprint Sep 2026

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

ICM-Bench (Identity-Centric Memory Benchmark), which, to the best of the knowledge, is the first benchmark specifically designed to evaluate identity-centric reasoning over long video memories in multimodal agents, is introduced.

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

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