Multimodal Agent MemorySubmit a paper

Adaptive Workflow Agents

Adaptive Multimodal Agents-Based Framework for Automatic Workflow Execution

Susanna Cifani, Mario Luca Bernardi, Marta Cimitile · 2026-05-27

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Management
T2 Dynamic Memory
Memory changes during deployment through a stable management policy.
Primary modality
GUI & computer use
Also: text
Representation
Cross-represented explicit

How experience becomes memory

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

  1. workflow transition topology

    1. Represented asSpatial, temporal & cross-modal structured memoryCross-represented explicit
    2. Stored inGraph / relational store
    3. Retrieved byMetadata / spatiotemporal retrieval, Structure traversal, Planner / tool-assisted retrieval
    4. Source evidenceSource not retained
    Topological knowledge base of workflow transitions. adaptive RAG over the topological knowledge base at inference time.Full paper: A. The Graph-based RAG pipeline · PDF p. 3 · Figure 1 / method overview

How memory changes (T2 operations)

  • Update · Prompted LLM/VLM record update

    During operation, Adaptive Workflow Agents applies LLM-mediated memory editing to workflow transition topology; the memory state changes while the governing update policy remains fixed.

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