Vectorized Conditional Neural Fields: A Framework for Solving Time-dependent Parametric Partial Differential Equations. - Jan Hagnberger; Marimuthu Kalimuthu; Daniel Musekamp; Mathias Niepert (ICML, 2024)

Active Learning for Neural PDE Solvers. - Daniel Musekamp; Marimuthu Kalimuthu; David Holzmüller; Makoto Takamoto; Mathias Niepert (ICLR, 2025)

CALM-PDE: Continuous and Adaptive Convolutions for Latent Space Modeling of Time-dependent PDEs. - Jan Hagnberger; Daniel Musekamp; Mathias Niepert (CoRR, 2025)