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Michaël Defferrard
Michaël Defferrard
PhD student, LTS2, EPFL
Verified email at epfl.ch - Homepage
Title
Cited by
Cited by
Year
Convolutional Neural Networks on Graphs with Fast Localized Spectral Filtering
M Defferrard, X Bresson, P Vandergheynst
Advances in Neural Information Processing Systems (NIPS), 2016
56992016
Structured sequence modeling with graph convolutional recurrent networks
Y Seo, M Defferrard, P Vandergheynst, X Bresson
International Conference on Neural Information Processing, 362-373, 2017
4292017
FMA: A Dataset For Music Analysis
M Defferrard, K Benzi, P Vandergheynst, X Bresson
International Society for Music Information Retrieval Conference (ISMIR), 2017
3052017
DeepSphere: Efficient spherical Convolutional Neural Network with HEALPix sampling for cosmological applications
N Perraudin, M Defferrard, T Kacprzak, R Sgier
Astronomy and Computing, 2019
1362019
DeepSphere: a graph-based spherical CNN
M Defferrard, M Milani, F Gusset, N Perraudin
International Conference on Learning Representations (ICLR), 2020
432020
Simplicial Neural Networks
S Ebli, M Defferrard, G Spreemann
Topological Data Analysis and Beyond workshop at NeurIPS, 2020
392020
PyGSP: Graph Signal Processing in Python
M Defferrard, L Martin, R Pena, N Perraudin
https://github.com/epfl-lts2/pygsp, 0
37*
Connectome spectral analysis to track EEG task dynamics on a subsecond scale
K Glomb, JR Queralt, D Pascucci, M Defferrard, S Tourbier, M Carboni, ...
NeuroImage 221, 117137, 2020
242020
Learning to Recognize Musical Genre from Audio: Challenge Overview
M Defferrard, SP Mohanty, SF Carroll, M Salathé
Companion Proceedings of the The Web Conference 2018, 1921-1922, 2018
202018
DeepSphere: towards an equivariant graph-based spherical CNN
M Defferrard, N Perraudin, T Kacprzak, R Sgier
Representation Learning on Graphs and Manifolds workshop at ICLR, 2019
172019
RosettaSurf—A surface-centric computational design approach
A Scheck, S Rosset, M Defferrard, A Loukas, J Bonet, P Vandergheynst, ...
PLOS Computational Biology 18 (3), e1009178, 2022
22022
Summary of Tutorials at The Web Conference 2021
R West, S Bhagat, P Groth, M Zitnik, FM Couto, P Lisena, ...
Companion Proceedings of the Web Conference 2021, 727-733, 2021
22021
Structured auto-encoder with application to music genre recognition
M Defferrard
22015
ChebLieNet: Invariant spectral graph NNs turned equivariant by Riemannian geometry on Lie groups
H Aguettaz, EJ Bekkers, M Defferrard
12021
Learning to recover orientations from projections in single-particle cryo-EM
J Banjac, L Donati, M Defferrard
arXiv preprint arXiv:2104.06237, 2021
12021
Graph-based image inpainting
M Defferrard
12014
Bilateral Trade Modeling with Graph Neural Networks
K Panford-Quainoo, AJ Bose, M Defferrard
1
Deep sharpening of topological features for de novo protein design
Z Harteveld, J Southern, M Defferrard, A Loukas, P Vandergheynst, ...
ICLR2022 Machine Learning for Drug Discovery, 2022
2022
Leveraging topology, geometry, and symmetries for efficient Machine Learning
M Defferrard
EPFL, 2022
2022
LiveMesh, a tool for real-time rendering of neuronal cells from morphologies
M Defferrard
2014
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