Mathias Niepert

PhD openings are available at the Machine Learning and Simulation Lab (MLS) at the University of Stuttgart with Mathias Niepert . The lab works on machine learning for science and engineering, including generative AI for chemistry , learning to simulate physical systems , and controllable generative models for applications such as image and protein structure generation. Research themes highlighted in the post include building physical and geometric structure into learning systems, improving generalization to unfamiliar settings, and making generative AI more useful and controllable. Example projects mentioned include predicting chemical transition states beyond the training domain, mesh-free simulation of physical fields from geometry, and logical-constraint-guided diffusion models. Applicants are invited to apply through ELLIS and/or IMPRS-IS and should indicate Mathias Niepert as a preferred supervisor. The post gives two application routes: ELLIS applications open on 2026-10-01 and close on 2026-10-31 23:59 AoE ; IMPRS-IS has a deadline of 2026-11-15 at end of day AoE. No funding, stipend, or tuition details are stated in the post.