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O-MARC

O-MARC: Omni Memory-Augmented Compression Distillation for Efficient Video Understanding

Peiran Wu, Yunze Liu, Chi-Hao Wu, Chen Chen, Junxiao Shen · 2026-05-26

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Management
T1 Static Memory
Memory is built once and reused without change during deployment.
Primary modality
Video & streaming
Also: Audio & speech, Image
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. compressed visual memory and temporally grounded audio anchors

    1. Represented asModality-specific encodings & geometric stateSource- and modality-specific
    2. Stored inFlat sequential records
    3. Retrieved byLatent / parametric activation
    4. Source evidenceSource not retained
    OMAC preserves salient visual memory and aligned audio anchors in a compressed context.Full paper: Method · PDF p. 8

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