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CogniVerse

CogniVerse: Revolutionizing Multi-Modal Retrieval-Augmented Generation with Cognitive Reflection and Geometric Reasoning

Xiang Fang, Wanlong Fang, Changshuo Wang · 2026-05-28

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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 multimodal evidence with cognitive-reflection-based necessity assessment

    1. Represented asModality-specific encodings & geometric stateSource- and modality-specific
    2. Stored inVector-indexed collection
    3. Retrieved bySimilarity search, Planner / tool-assisted retrieval
    4. Source evidenceSource not retained
    Embeddings modeled in hyperbolic space; cognitive reflection records of retrieval decisions. Cognitive Reflection Module dynamically assesses retrieval necessity and relevance.Full paper: 3.2. Multi-modal Retrieval Module · PDF pp. 3–4 · Figure 1 / method overview

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