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Ron Levie
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Cayleynets: Graph convolutional neural networks with complex rational spectral filters
R Levie, F Monti, X Bresson, MM Bronstein
IEEE Transactions on Signal Processing 67 (1), 97-109, 2018
8192018
RadioUNet: Fast radio map estimation with convolutional neural networks
R Levie, Ç Yapar, G Kutyniok, G Caire
IEEE Transactions on Wireless Communications 20 (6), 4001-4015, 2021
2062021
Transferability of spectral graph convolutional neural networks
R Levie, W Huang, L Bucci, M Bronstein, G Kutyniok
Journal of Machine Learning Research 22 (272), 1-59, 2021
1412021
On the transferability of spectral graph filters
R Levie, E Isufi, G Kutyniok
2019 13th International conference on Sampling Theory and Applications …, 2019
592019
Generalization analysis of message passing neural networks on large random graphs
S Maskey, R Levie, Y Lee, G Kutyniok
Advances in neural information processing systems 35, 4805-4817, 2022
562022
Transferability of graph neural networks: an extended graphon approach
S Maskey, R Levie, G Kutyniok
Applied and Computational Harmonic Analysis 63, 48-83, 2023
502023
Pathloss prediction using deep learning with applications to cellular optimization and efficient D2D link scheduling
R Levie, Ç Yapar, G Kutyniok, G Caire
ICASSP 2020-2020 IEEE International Conference on Acoustics, Speech and …, 2020
342020
Real-time outdoor localization using radio maps: A deep learning approach
Ç Yapar, R Levie, G Kutyniok, G Caire
IEEE Transactions on Wireless Communications 22 (12), 9703-9717, 2023
322023
Dataset of pathloss and ToA radio maps with localization application
Ç Yapar, R Levie, G Kutyniok, G Caire
arXiv preprint arXiv:2212.11777, 2022
212022
A rate-distortion framework for explaining black-box model decisions
S Kolek, DA Nguyen, R Levie, J Bruna, G Kutyniok
International Workshop on Extending Explainable AI Beyond Deep Models and …, 2020
192020
Fine-grained expressivity of graph neural networks
J Böker, R Levie, N Huang, S Villar, C Morris
Advances in Neural Information Processing Systems 36, 2024
172024
Locunet: Fast urban positioning using radio maps and deep learning
Ç Yapar, R Levie, G Kutyniok, G Caire
ICASSP 2022-2022 IEEE International Conference on Acoustics, Speech and …, 2022
172022
A graphon-signal analysis of graph neural networks
R Levie
Advances in Neural Information Processing Systems 36, 2024
162024
Memorization-dilation: Modeling neural collapse under noise
DA Nguyen, R Levie, J Lienen, G Kutyniok, E Hüllermeier
The Eleventh International Conference on Learning Representations (ICLR), 2023
13*2023
Cartoon explanations of image classifiers
S Kolek, DA Nguyen, R Levie, J Bruna, G Kutyniok
European Conference on Computer Vision, 443-458, 2022
132022
In-distribution interpretability for challenging modalities
C Heiß, R Levie, C Resnick, G Kutyniok, J Bruna
arXiv preprint arXiv:2007.00758, 2020
112020
Approximately equivariant graph networks
N Huang, R Levie, S Villar
Advances in Neural Information Processing Systems 36, 2024
102024
Adjoint translation, adjoint observable and uncertainty principles
R Levie, HG Stark, F Lieb, N Sochen
Advances in computational mathematics 40, 609-627, 2014
102014
The First Pathloss Radio Map Prediction Challenge
Ç Yapar, F Jaensch, R Levie, G Kutyniok, G Caire
ICASSP 2023-2023 IEEE International Conference on Acoustics, Speech and …, 2023
92023
Analysis of simultaneous inpainting and geometric separation based on sparse decomposition
VT Do, R Levie, G Kutyniok
Analysis and Applications 20 (02), 303-352, 2022
72022
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