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