Author

Dafang Zhang

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Aug 2026

Context Perception Attention Generative Adversarial Network with Large Foundation Models for Alzheimer's Disease Risk Prediction.

An integrated framework fusing spatial and temporal information is proposed to improve prediction capability and develops a Context Perception Attention Generative Adversarial Network (CPA-GAN) that leverages adversarial training to mine AD evolutionary patterns, thereby supporting risk prediction and pathogeny extract...

Zhao-Xu Xing, Dafang Zhang, Kun Xie et al. · IEEE Transactions on Medical... · 0 citations

Jul 2026

Alzheimer's disease risk prediction via perceptual deformable attention generative adversarial network with large foundation models

A novel evolutionary pattern mining framework for precise disease risk prediction, which combines multi-scale sparse attention and deformable attention mechanisms to capture evolutionary patterns of fused multi-omics features, is proposed and developed.

Zhao-Xu Xing, Zheng Liu, Dafang Zhang et al. · Medical Image Anal. · 0 citations