Multimodal Agent MemorySubmit a paper

AgentCVR

AgentCVR: Active Multi-Agent Cross-Video Reasoning via Script-Simulated Reinforcement Learning

Yilun Qiu, Jiahe Wang, Cilin Yan, Jiayin Cai, Xiaolong Jiang, Yao Hu, et al. · 2026-05-28

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Management
T1 Static Memory
Memory is built once and reused without change during deployment.
Primary modality
Video & streaming
Also: text, audio
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. cross-video audiovisual evidence

    1. Represented asRetained perceptual source evidenceSource- and modality-specific
    2. Stored inHierarchical multi-tier store
    3. Retrieved byPlanner / tool-assisted retrieval, Metadata / spatiotemporal retrieval
    4. Source evidenceSource directly available
    A Master Agent coordinates visual and audio agents to acquire targeted evidence across multiple videos.Full-paper method / memory representation and retrieval · PDF p. 2 · Figure 1

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