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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

Author

Chang-Sheng Fang

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Preprint Aug 2026

Medical Foundation Model Features as Perceptual Loss for Brain MRI Contrast Dose Simulation

Perceptual losses are widely used in medical image synthesis because they encourage agreement in high-level structure beyond voxel-wise intensity similarity. In practice, most perceptual losses are still computed with natural-image backbones such as VGG16 or ResNet50, even when the target domain is magnetic resonance i...

Chang-Sheng Fang, Da-Yang Wang, T. Arnold et al. · 0 citations
Preprint Sep 2026

SONAR: A Structure-Consistent Neural Operator for Null-Space-Aware Sparse View CT Reconstruction

ONAR is proposed, a Structure-Consistent Neural Operator for Null-Space-Aware Reconstruction that predicts a low-dimensional null-space-aware representation from the acquired projections as pseudo-measurements, demonstrating accurate, structurally reliable, and discretization-robust sparse-view CT reconstruction.

Song Ni, Hai-Jun Yu, Hao-Dong Li et al. · 0 citations

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