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Preprint Sep 2026

PredRA: Fast Medical Image Translation by Deterministic Component Extraction and Controlled Stochastic Refinement

Strongly paired medical image translation contains a substantial component that can be predicted directly from the source. The current reality is that pure deterministic prediction can smooth away fine detail, while generative models can recover detail but may also introduce unnecessary or potentially harmful variation...

Jian-Hai Zhang, P. Charatpangoon, Dong-Hao Zhang et al. · 0 citations
Aug 2026

Starfish-FL: Harnessing Agentic Federated Analytics

Federated learning (FL) enables privacy-preserving multi-site clinical research, but orchestrating, monitoring, and interpreting federated analyses remains out of reach for the biostatisticians and clinicians who most need them. We present Starfish-FL, a multi-tier agent harness for cross-silo healthcare analytics buil...

Yunkai Bao, Zainab Saad, Farhan Abbas et al. · 1 citation

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