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

Author

H. Fuchs

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3 papers indexed here

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Preprint Sep 2026

PyDoseRT Photon: Physics-Guided Pencil-Beam Dose Calculation with Neural Priors and Residual Correction for CT and MRI

We present a hybrid, physics-based analytical pencil-beam (PB) dose engine, augmented by two small frozen neural physics priors, followed by a 3-D convolutional residual-correction network (U-Net). We address the DoseRAD2026 (https://doserad2026.grand-challenge.org/) photon dose-prediction task with PyDoseRT Photon, a...

A. Simkó, L. Zimmermann, H. Fuchs et al. · 0 citations
Open access Jun 2026

Calculating biological dose distributions in hadrontherapy using GATE: the BioDose actor

Objective. The BioDoseActor, a new tool implemented in the GATE Monte Carlo platform, aims to calculate the biological dose and its associated uncertainty for hadrontherapy treatment plans. This tool is designed to facilitate the validation of biophysical models and optimize clinical treatment planning by providing acc...

Alexis Pereda, Thomas Berger, M. Beuve et al. · 1 citation
Preprint Sep 2026

PyDoseRT Proton: A GPU Pencil-Beam Engine with a Convolutional Residual-Correction Network for Fast Proton Dose Calculation

Architecture category. Hybrid method: a physics-based analytical pencil-beam (PB) dose engine followed by a 3-D convolutional residual-correction network (RepVGG-U-Net). We addressed the DoseRAD2026 proton dose-prediction task with PyDoseRT Proton, a GPU-accelerated engine implemented in PyTorch and augmented by a lear...

L. Zimmermann, H. Fuchs, A. Simkó et al. · 0 citations

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