Bachelor / Master theses, Guided research, Internships (selected)

Year	Project / Thesis (Publication)	Program	Publications / Remarks
2024	Performance Guarantees for SeIf-Supervsed Learning	Master thesis (DAAD KOSPIE)
2023	Edge of Stability in Deep Linear Networks	Master thesis (LMU/TUM TMP)
2023	Landscape Analysis for Multi-Objective Hardware-Aware Neural Architecture Search in Earth Observation Applications	Master thesis	Supervised externally
2023	Machine Learning Surrogates for Rare Event Estimation: A Comparative Study of Artificial Neural Networks and Kriging	Bachelor thesis
2023	Dynamics of Robust NTK Features in Standard Training	Master thesis	Preprint
2023	Analysis of neural collapse in deep neural networks	Internship (DAAD-WISE)
2023	Application of DL/ML Tools to Mouse Whole-brain Functional Ultrasound Imaging Data for Discovering Latent Behavioral and Brain States	Master thesis	Supervised externally
2023	Detection of Driving Factors of KPI Calculation on the GoldenAlgo Dataset	Master thesis	Supervised externally
2023	Learning Markov Logic Networks from Random Samples	Bachelor thesis	Supervised externally
2023	On the Parametrized Complexity of Semitotal Domination on Graph Classes	Master thesis	Supervised externally
2023	Robustness of Neural Tangent Kernel	Guided research
2022	Analysis of Graph Representation Learning under Random Graph Models	Guided research
2022	Explainability of Kernel Clustering	Master thesis (TUM Math)
2022	Deep learning approaches for generating defender trajectories in soccer	Master thesis	Supervised externally
2022	Algorithms for Jet Clustering in Particle Physics	Master thesis (TUM Physics)
2022	Algorithms for Jet Clustering in Particle Physics	Internship
2021	Dynamic Graph Clustering	Bachelor thesis (TUM EI)	LWDA 2021
2021	Theoretical explainability of deep learning using clustering	Internship (DAAD-WISE)
2021	Cost Function for Hierarchical Clustering in Comparison Setting	Internship (DAAD-WISE)	Transactions of Machine Learning Research
2021	Theoretical Analysis of Infinite Width Graph Neural Networks	Master thesis	MLG 2022@ECMLPKDD
2020	Machine learning for life cycle assessment of transportation systems	Master thesis	AAAI 2021 AI for Urban Mobility workshop
2020	Consistency of Clustering and Two-sample Testing of Graphons	Guided research	ICLR 2022
2020	Empirical Analysis of Graph Convolutional Networks	Bachelor thesis
2020	Prediction of IT Incident Tickets using Machine Learning and Time Series Forecasting	Master thesis