CDMRNet: multimodal meta-adaptive reasoning network with dynamic causal modeling and co-evolution of quantum states

Abstract Cross-modal reasoning tasks face persistent challenges such as cross-modal inference of causal dependencies with coarse-grained, weak resistance to noise, and weak interaction of spatial-temporal features. To address these issues, the article proposes a dynamic causal-aware collaborative qu...

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Bibliographic Details
Main Authors: Shengwei Wang, Keda Chen, Mengduo Yu, Pengjiao Zhao, Hui Duan
Format: Article
Language:English
Published: Nature Portfolio 2025-07-01
Series:Scientific Reports
Subjects:
Online Access:https://doi.org/10.1038/s41598-025-11237-x
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