Solveig Klepper

Since October 2020, I am a PhD student under the supervision of Prof. Dr. Ulrike von Luxburg in the Theory of Machine Learning group (TML) at Tuebingen university, computer science department. My research has mostly been focused around graph related topics. Generally I am interested in investigating and understanding the hidden, inductive bias of machine learning models and algorithms.

• Klara Burger, Solveig Kleper, Ulrike von Luxburg, Franz Baumdicker. Inferring Ancestry with the Hierarchical Soft Clustering Approach tangleGen (bioRxiv)
• Solveig Klepper Towards understanding Diffusion Models (on Graphs) (arXiv)
• Solveig Klepper, Ulrike von Luxburg, Relating graph auto-encoders to linear models. (TMLR)
• Solveig Klepper, Christian Elbracht, Diego Fioravanti, Jakob Kneip, Luca Rendsburg, Maximilian Teegen, Ulrike von Luxburg, Clustering with Tangles: Algorithmic Framework and Theoretical Guarantees. (JMLR)