Stefano Riva

Stefano Riva

Research Scientist specializing in Physics-Informed AI/ML for engineering and design. Proven track record in reduced-order models and data-driven state estimation, bridging traditional numerical solvers with machine learning to accelerate high-fidelity simulations.

CTF4Nuclear: Common Task Framework for Nuclear Fission and Fusion Models

Published in arXiv, 2026

Paper URL

Authors: Stefano Riva, C. Introini, A. Cammi, D. Price, A. Yermakov, Y. Zhao, P. M. Wyder, J. A. Goldfeder, J. P. Williams, A. S. Rude, M. Tomasetto, J. Germany, J. Bakarji, G. Maierhofer, M. Cranmer, J. N. Kutz

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Abstract: This work extends the Common Task Framework methodology to nuclear fission and fusion applications, providing standardized benchmarks for evaluating scientific machine learning algorithms on reactor-relevant dynamical systems.