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Jun-Xiao Shen

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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

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