Multimodal Agent MemorySubmit a paper

REVEAL

REVEAL: Reference-Grounded Reasoning for Multimodal Manipulation Detection

Jun Zhou, Bingwen Hu, Yaxiong Wang, Zhedong Zheng, Yongzhen Wang, Yuchen Zhang, et al. · 2026-05-27

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Management
T1 Static Memory
Memory is built once and reused without change during deployment.
Primary modality
Image
Also: text
Representation
Source- and modality-specific

How experience becomes memory

Each path is one memory component, traced from what is stored to how it is found again.

  1. retrieved authentic reference evidence (image-text pairs covering 40K+ public figures)

    1. Represented asModality-specific encodings & geometric stateSource- and modality-specific
    2. Stored inFlat sequential records
    3. Retrieved bySimilarity search
    4. Source evidenceRetained but not accessible to the agent
    Reference library of authentic image-text pairs. retrieves authentic evidence and compares the query against it for reference-grounded verification.Full paper: Retrieval-Augmented Learning · PDF p. 2 · Figure 1 / method overview

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