Pierre Vandergheynst

@epfl.ch

Institute of Electrical and Micro-Engineering
Ecole Polytechnique Fédérale de Lausanne (EPFL)



                    

https://researchid.co/vandergh

RESEARCH, TEACHING, or OTHER INTERESTS

Artificial Intelligence, Signal Processing, Electrical and Electronic Engineering

44859

Scholar Citations

76

Scholar h-index

233

Scholar i10-index

RECENT SCHOLAR PUBLICATIONS

  • Molecular set representation learning
    M Boulougouri, P Vandergheynst, D Probst
     2024

  • Molecular Set Representation Learning
    D Probst, M Boulougouri, P Vandergheynst
     2023

  • Implicit Gaussian process representation of vector fields over arbitrary latent manifolds
    RL Peach, M Vinao-Carl, N Grossman, M David, E Mallas, D Sharp, ...
    arXiv preprint arXiv:2309.16746 2023

  • Interpretable statistical representations of neural population dynamics and geometry
    R Peach, A Arnaudon, M Barahona, P Vandergheynst, A Gosztolai
     2023

  • Interpretable statistical representations of neural population dynamics and geometry
    A Gosztolai, RL Peach, A Arnaudon, M Barahona, P Vandergheynst
    arXiv preprint arXiv:2304.03376 2023

  • Exploring" dark matter" protein folds using deep learning
    Z Harteveld, A Van Hall-Beauvais, I Morozova, J Southern, CA Goverde, ...
    bioRxiv, 2023.08. 30.555621 2023

  • Generalised implicit neural representations
    D Grattarola, P Vandergheynst
    Advances in Neural Information Processing Systems 35, 30446-30458 2022

  • 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

  • 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

  • Locating Temporal Functional Dynamics of Visual Short-Term Memory Binding using Graph Modular Dirichlet Energy
    A Ibez, MA Parra, J Escudero, P Vandergheynst
     2022

  • On the Experimental Transferability of Spectral Graph Convolutional Networks
    P VANDERGHEYNST
    EPFL, Lausanne, Switzerland 2020

  • What is trending on wikipedia? capturing trends and language biases across wikipedia editions
    V Miz, J Hanna, N Aspert, B Ricaud, P Vandergheynst
    Companion proceedings of the Web conference 2020, 794-801 2020

  • Spectrobank: A filter-bank convolutional layer for cnn-based audio applications
    HP Tukuljac, B Ricaud, N Aspert, P Vandergheynst
     2019

  • Omnidirectional sensor array system
    L Bagnato, L Jacques, P Vandergheynst, H Afshari, A Schmid, Y Leblebici
    US Patent 10,362,225 2019

  • Spherical Convolutional Neural Networks
    P Vandergheynst, M Defferrard, N Perraudin
     2019

  • The role of invariance in spectral complexity-based generalization bounds
    K Pitas, A Loukas, M Davies, P Vandergheynst
    arXiv preprint arXiv:1905.09677 2019

  • Revisiting hard thresholding for DNN pruning
    K Pitas, M Davies, P Vandergheynst
    arXiv preprint arXiv:1905.08793 2019

  • A graph-structured dataset for Wikipedia research
    N Aspert, V Miz, B Ricaud, P Vandergheynst
    Companion Proceedings of The 2019 World Wide Web Conference, 1188-1193 2019

  • Anomaly detection in the dynamics of web and social networks using associative memory
    V Miz, B Ricaud, K Benzi, P Vandergheynst
    The World Wide Web Conference, 1290-1299 2019

  • Tensor robust PCA on graphs
    N Shahid, F Grassi, P Vandergheynst
    ICASSP 2019-2019 IEEE International Conference on Acoustics, Speech and 2019

MOST CITED SCHOLAR PUBLICATIONS

  • Convolutional neural networks on graphs with fast localized spectral filtering
    M Defferrard, X Bresson, P Vandergheynst
    Advances in neural information processing systems 29 2016
    Citations: 8803

  • The emerging field of signal processing on graphs: Extending high-dimensional data analysis to networks and other irregular domains
    DI Shuman, SK Narang, P Frossard, A Ortega, P Vandergheynst
    IEEE signal processing magazine 30 (3), 83-98 2013
    Citations: 4362

  • Geometric deep learning: going beyond euclidean data
    MM Bronstein, J Bruna, Y LeCun, A Szlam, P Vandergheynst
    IEEE Signal Processing Magazine 34 (4), 18-42 2017
    Citations: 3710

  • Freak: Fast retina keypoint
    A Alahi, R Ortiz, P Vandergheynst
    2012 IEEE conference on computer vision and pattern recognition, 510-517 2012
    Citations: 2674

  • Wavelets on graphs via spectral graph theory
    DK Hammond, P Vandergheynst, R Gribonval
    Applied and Computational Harmonic Analysis 30 (2), 129-150 2011
    Citations: 2356

  • Graph signal processing: Overview, challenges, and applications
    A Ortega, P Frossard, J Kovačević, JMF Moura, P Vandergheynst
    Proceedings of the IEEE 106 (5), 808-828 2018
    Citations: 1616

  • Fast global minimization of the active contour/snake model
    X Bresson, S Esedoḡlu, P Vandergheynst, JP Thiran, S Osher
    Journal of Mathematical Imaging and vision 28 (2), 151-167 2007
    Citations: 1188

  • Compressed sensing for real-time energy-efficient ECG compression on wireless body sensor nodes
    H Mamaghanian, N Khaled, D Atienza, P Vandergheynst
    IEEE Transactions on Biomedical Engineering 58 (9), 2456-2466 2011
    Citations: 887

  • Geodesic convolutional neural networks on riemannian manifolds
    J Masci, D Boscaini, M Bronstein, P Vandergheynst
    Proceedings of the IEEE international conference on computer vision 2015
    Citations: 865

  • Structured sequence modeling with graph convolutional recurrent networks
    Y Seo, M Defferrard, P Vandergheynst, X Bresson
    Neural Information Processing: 25th International Conference, ICONIP 2018 2018
    Citations: 835

  • Compressed sensing and redundant dictionaries
    H Rauhut, K Schnass, P Vandergheynst
    IEEE Transactions on Information Theory 54 (5), 2210-2219 2008
    Citations: 716

  • Learning Laplacian matrix in smooth graph signal representations
    X Dong, D Thanou, P Frossard, P Vandergheynst
    IEEE Transactions on Signal Processing 64 (23), 6160-6173 2016
    Citations: 632

  • Two-dimensional wavelets and their relatives
    JP Antoine, R Murenzi, P Vandergheynst, ST Ali
    Cambridge University Press 2008
    Citations: 508

  • FMA: A dataset for music analysis
    M Defferrard, K Benzi, P Vandergheynst, X Bresson
    arXiv preprint arXiv:1612.01840 2016
    Citations: 465

  • DTI mapping of human brain connectivity: statistical fibre tracking and virtual dissection
    P Hagmann, JP Thiran, L Jonasson, P Vandergheynst, S Clarke, ...
    Neuroimage 19 (3), 545-554 2003
    Citations: 464

  • Vertex-frequency analysis on graphs
    DI Shuman, B Ricaud, P Vandergheynst
    Applied and Computational Harmonic Analysis 40 (2), 260-291 2016
    Citations: 411

  • GSPBOX: A toolbox for signal processing on graphs
    N Perraudin, J Paratte, D Shuman, L Martin, V Kalofolias, ...
    arXiv preprint arXiv:1408.5781 2014
    Citations: 343

  • Compressed sensing imaging techniques for radio interferometry
    Y Wiaux, L Jacques, G Puy, AMM Scaife, P Vandergheynst
    Monthly Notices of the Royal Astronomical Society 395 (3), 1733-1742 2009
    Citations: 304

  • Wavelets on the 2-sphere: A group-theoretical approach
    JP Antoine, P Vandergheynst
    Applied and Computational Harmonic Analysis 7 (3), 262-291 1999
    Citations: 272

  • Stationary signal processing on graphs
    N Perraudin, P Vandergheynst
    IEEE Transactions on Signal Processing 65 (13), 3462-3477 2017
    Citations: 247