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Markdown Text - 10.7 KB - MD5: cce60b17134ad2056a1ec615a9cd6ab6
Tabular Data - 2.8 KB - 12 Variables, 40 Observations - UNF:6:raoZQsTle+vBV/+RSbgK3g==
Unknown - 3.2 KB - MD5: a6ba816dac0c6db88336c37b9a11a146
Tabular Data - 1.2 KB - 8 Variables, 30 Observations - UNF:6:wCul2Ah23lWQPf612QQmrA==
Oct 7, 2026
Scheurer, Stefania; Frenner, Riccardo; Bruennette, Tim; Oladyshkin, Sergey; Nowak, Wolfgang, 2026, "Replication Data for: Efficient Confidence Interval Computation for Physics-Aware Machine Learning of Diffusion-Sorption Models", https://doi.org/10.18419/DARUS-5967, DaRUS, V1, UNF:6:+gEES8LITw2YkntYAMuceg== [fileUNF]
Supplementary code to replicate key experiments from our paper. The code computes confidence intervals for the Finite Volume Neural Network (FINN), a physics-aware ML model that learns unknown parts of a PDE (here, the retardation function of a diffusion-sorption model). The workflow has four steps: 1. Train FINN on the observations. 2. Learn an em...
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