Common Task Framework For a Critical Evaluation of Scientific Machine Learning Algorithms. - Philippe Martin Wyder; Judah Goldfeder; Alexey Yermakov; Yue Zhao; Stefano Riva; Jan P. Williams; David Zoro; Amy Sara Rude; Matteo Tomasetto; Joe Germany; Joseph Bakarji; Georg Maierhofer; et al. (CoRR, 2025)