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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Yueyang Teng

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Open access Oct 2026

AnF-DiffPET: anatomy- and frequency-guided diffusion for simulated low-dose PET/CT denoising.

OBJECTIVE Positron emission tomography (PET) provides essential functional information for disease assessment. However, reducing injected activity or acquisition time produces low-dose (LD) PET with stronger count-dependent noise and less reliable uptake quantification. Diffusion models offer a promising solution for P...

Xue-Peng Liu, Rui-Li Li, Ze-Tong Liu et al. · 0 citations
Open access Sep 2026

DWAT: Density-Weighted Adversarial Training for Robustness Beyond the Training Perturbation Budget

Deep neural networks (DNNs) are widely deployed in safety-critical applications such as medical diagnosis and autonomous driving. Adversarial training (AT) is among the most effective defenses, casting robust optimization as a min–max problem over a defender-specified ℓp-ball of fixed radius ϵ. Bounded defenses of this...

Jie-Ying Huang, Rui-Ming Zhu, Jia Xu et al. · 0 citations

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