Uncertainty quantification by direct propagation of shallow ensembles. - Matthias Kellner; Michele Ceriotti (Mach. Learn. Sci. Technol., 2024)

PET-MAD, a universal interatomic potential for advanced materials modeling. - Arslan Mazitov; Filippo Bigi; Matthias Kellner; Paolo Pegolo; Davide Tisi; Guillaume Fraux; Sergey Pozdnyakov; Philip Loche; Michele Ceriotti (CoRR, 2025)