Neural Markov Jump Processes. - Patrick Seifner; Ramsés J. Sánchez (ICML, 2023)

Foundation Inference Models for Markov Jump Processes. - David Berghaus; Kostadin Cvejoski; Patrick Seifner; César Ali Marin Ojeda; Ramsés J. Sánchez (NeurIPS, 2024)

Foundational Inference Models for Dynamical Systems. - Patrick Seifner; Kostadin Cvejoski; Ramsés J. Sánchez (CoRR, 2024)

Zero-shot Imputation with Foundation Inference Models for Dynamical Systems. - Patrick Seifner; Kostadin Cvejoski; Antonia Körner; Ramsés J. Sánchez (ICLR, 2025)

Foundation Inference Models for Stochastic Differential Equations: A Transformer-based Approach for Zero-shot Function Estimation. - Patrick Seifner; Kostadin Cvejoski; David Berghaus; César Ojeda; Ramsés J. Sánchez (CoRR, 2025)