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Jan E. Gerken
Jan E. Gerken
Verified email at chalmers.se
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Geometric deep learning and equivariant neural networks
JE Gerken, J Aronsson, O Carlsson, H Linander, F Ohlsson, C Petersson, ...
Artificial Intelligence Review 56 (12), 14605-14662, 2023
542023
All-order differential equations for one-loop closed-string integrals and modular graph forms
JE Gerken, A Kleinschmidt, O Schlotterer
Journal of High Energy Physics 2020 (1), 1-74, 2020
502020
Heterotic-string amplitudes at one loop: modular graph forms and relations to open strings
JE Gerken, A Kleinschmidt, O Schlotterer
Journal of High Energy Physics 2019 (1), 1-76, 2019
502019
Generating series of all modular graph forms from iterated Eisenstein integrals
JE Gerken, A Kleinschmidt, O Schlotterer
Journal of High Energy Physics 2020 (7), 1-90, 2020
452020
Holomorphic subgraph reduction of higher-point modular graph forms
JE Gerken, J Kaidi
Journal of High Energy Physics 2019 (1), 1-32, 2019
292019
Towards closed strings as single-valued open strings at genus one
JE Gerken, A Kleinschmidt, CR Mafra, O Schlotterer, B Verbeek
Journal of Physics A: Mathematical and Theoretical 55 (2), 025401, 2021
262021
Basis decompositions and a Mathematica package for modular graph forms
JE Gerken
Journal of Physics A: Mathematical and Theoretical 54 (19), 195401, 2021
262021
Equivariance versus Augmentation for Spherical Images
J Gerken, O Carlsson, H Linander, F Ohlsson, C Petersson, D Persson
International Conference on Machine Learning, 7404-7421, 2022
212022
Modular Graph Forms and Scattering Amplitudes in String Theory
JE Gerken
arXiv preprint arXiv:2011.08647, 2020
192020
Diffeomorphic Explanations with Normalizing Flows
AK Dombrowski, JE Gerken, P Kessel
ICML Workshop on Invertible Neural Networks, Normalizing Flows, and Explicit …, 2021
152021
Diffeomorphic counterfactuals with generative models
AK Dombrowski, JE Gerken, KR Müller, P Kessel
IEEE Transactions on Pattern Analysis and Machine Intelligence, 2023
82023
Emergent Equivariance in Deep Ensembles
JE Gerken, P Kessel
arXiv preprint arXiv:2403.03103, 2024
12024
Heal-swin: A vision transformer on the sphere
O Carlsson, JE Gerken, H Linander, H Spieß, F Ohlsson, C Petersson, ...
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2024
12024
Equivariant Neural Tangent Kernels
P Misof, P Kessel, JE Gerken
arXiv preprint arXiv:2406.06504, 2024
2024
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