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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Qian Tao

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Aug 2026

Reverse Imaging: Any-Sequence Generalization for Cardiac MRI Segmentation.

Extensive experiments on eight unseen cardiac MRI sequences with markedly different contrast mechanisms show that Reverse Imaging yields plausible tissue-property estimates, supports synthesis of diverse yet physically consistent contrasts, and improves segmentation robustness under severe cross-sequence shifts.

Yidong Zhao, Yi Zhang, Tong Yang et al. · 0 citations
Preprint Aug 2026

Beyond Field Accuracy: Two-Axis Diagnosis of Inverse-PINN Parameter Error

A two-axis post-training diagnosis is introduced that separates finite-sample resolution under a specified observation-and-estimation protocol from the signed parameter preference encoded by the final learned field and residual metric.

Yifan Zhang, Qian Tao · 0 citations

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