Articles with "reasoning network" as a keyword



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

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Published in 2025 at "Scientific Reports"

DOI: 10.1038/s41598-025-11237-x

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… read more here.

Keywords: meta adaptive; dynamic causal; causal; quantum ... See more keywords

An attention-driven global reasoning network for hyperspectral image classification

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Published in 2025 at "Remote Sensing Letters"

DOI: 10.1080/2150704x.2025.2535743

Abstract: ABSTRACT Hyperspectral images (HSI) contain rich spectral information essential for real-world applications, but traditional methods struggle with limited training data and complexity. Convolutional neural networks (CNNs) also face challenges in capturing global features. This letter… read more here.

Keywords: classification; reasoning; attention driven; global reasoning ... See more keywords