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Paper · arXiv

Retrieved but Not Delivered: Multimodal Memory Delivery for Long-Term Agents

Work on memory for multimodal agents optimizes what is written, updated and retrieved. Between retrieval and the answer, however, is a stage that multimodal memory evaluations do not isolate: what of the retrieved memory reaches the model, and in what form. We call it delivery, and a controlled decomposition on MemLens locates the remaining room there. With the retrieved evidence set exactly fixed, delivering the original pixels instead of withholding them raises accuracy by 13.87 points on an 8B backbone, whereas making retrieval perfect on those same messages improves it by 2.31. Delivery is the larger term on all three MemLens backbones and grows with backbone strength; retrieval grows...

AuthorsYuhang Jiang, Qingwei Liao, Kaize Yin et al.
Primary categorycs.CV
Published26 September 2026
Last updated at source26 September 2026
cs.CVcs.AIcs.CLcs.IR
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