Christian Koke
PhD StudentTechnical University of MunichSchool of Computation, Information and Technology
Informatics 9
Boltzmannstrasse 3
85748 Garching
Germany
Tel: +49-89-289-17790
Fax: +49-89-289-17757
Office: 02.09.039
Mail: Christian.Koke@tum.de
Hi there!
I like Machine Learning, Physics and Math. If you would like to chat about these topics, feel free to write me an email!
Research Interests
I am currently working on graph neural networks, geometric deep learning and AI for science. I also remain interested in the mathematical foundations of machine learning.
About
I am an ELLIS PhD Student jointly supervised by Daniel Cremers here at TUM and Michael Bronstein at Oxford University. I hold M.Sc. degrees in Math and Theoretical Physics; the latter awarded within the joint Elite Graduate Program of LMU and TU Munich. Before joining the Computer Vision Group as a PhD Student, I worked with Gitta Kutyniok on the mathematical foundations of graph neural networks and spent a couple of summers interning at the Centre for Quantum Technologies in Singapore.
Publications
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2024
Conference and Workshop Papers
[] Transferability for Graph Convolutional Networks , In ICML 2024 Workshop on Geometry-grounded Representation Learning and Generative Modeling, 2024.
Outstanding Extended Abstract [] HoloNets: Spectral Convolutions do extend to Directed Graphs , In International Conference on Learning Representations (ICLR), 2024.
2023
Conference and Workshop Papers
[] ResolvNet: A Graph Convolutional Network with multi-scale Consistency , In NeurIPS 2023 Workshop: New Frontiers in Graph Learning, 2023.
Oral Presentation [] HoloNets: Spectral Convolutions do extend to Directed Graphs , In NeurIPS 2023 Workshop: New Frontiers in Graph Learning, 2023.
Oral Presentation [] Limitless Stability for Graph Convolutional Networks , In International Conference on Learning Representations (ICLR), 2023.
2022
Conference and Workshop Papers
[] Graph Scattering beyond Wavelet Shackles , In Neural Information Processing Systems Conference (NeurIPS), 2022.
2020
Journal Articles
[] Dirac equation on a square waveguide lattice with site-dependent coupling strengths and the gravitational Aharonov-Bohm effect , In Physical Review A, volume 102, 2020.
2016
Journal Articles
[] Dirac equation in 2-dimensional curved spacetime, particle creation, and coupled waveguide arrays , In Annals of Physics, volume 374, 2016.