| 2025 | ICML | Boosting Protein Graph Representations through Static-Dynamic Fusion. | Pengkang Guo, Bruno E. Correia, Pierre Vandergheynst, Daniel Probst |
| 2024 | ICLR | Implicit Gaussian process representation of vector fields over arbitrary latent manifolds. | Robert L. Peach, Matteo Vinao-Carl, Nir Grossman, Michael David, Emma Mallas, David J. Sharp, Paresh A. Malhotra, Pierre Vandergheynst, Adam Gosztolai |
| 2020 | WWW | What is Trending on Wikipedia? Capturing Trends and Language Biases Across Wikipedia Editions. | Volodymyr Miz, Jolle Hanna, Nicolas Aspert, Benjamin Ricaud, Pierre Vandergheynst |
| 2019 | ICASSP | Tensor Robust PCA on Graphs. | Nauman Shahid, Francesco Grassi, Pierre Vandergheynst |
| 2019 | WWW | A Graph-Structured Dataset for Wikipedia Research. | Nicolas Aspert, Volodymyr Miz, Benjamin Ricaud, Pierre Vandergheynst |
| 2019 | WWW | Anomaly Detection in the Dynamics of Web and Social Networks Using Associative Memory. | Volodymyr Miz, Benjamin Ricaud, Kirell Benzi, Pierre Vandergheynst |
| 2018 | ICASSP | Joint Estimation of the Room Geometry and Modes with Compressed Sensing. | Helena Peic Tukuljac, Thach Pham Vu, Herv Lissek, Pierre Vandergheynst |
| 2018 | ICML | Spectrally Approximating Large Graphs with Smaller Graphs. | Andreas Loukas, Pierre Vandergheynst |
| 2018 | ICML | Fast Approximate Spectral Clustering for Dynamic Networks. | Lionel Martin, Andreas Loukas, Pierre Vandergheynst |
| 2018 | ICONIP | Structured Sequence Modeling with Graph Convolutional Recurrent Networks. | Youngjoo Seo, Michal Defferrard, Pierre Vandergheynst, Xavier Bresson |
| 2017 | ICASSP | Towards stationary time-vertex signal processing. | Nathanal Perraudin, Andreas Loukas, Francesco Grassi, Pierre Vandergheynst |
| 2016 | ICASSP | Song recommendation with non-negative matrix factorization and graph total variation. | Kirell Benzi, Vassilis Kalofolias, Xavier Bresson, Pierre Vandergheynst |
| 2016 | ICASSP | PCA using graph total variation. | Nauman Shahid, Nathanal Perraudin, Vassilis Kalofolias, Benjamin Ricaud, Pierre Vandergheynst |
| 2016 | ICASSP | Accelerated spectral clustering using graph filtering of random signals. | Nicolas Tremblay, Gilles Puy, Pierre Borgnat, Rmi Gribonval, Pierre Vandergheynst |
| 2016 | ICML | Compressive Spectral Clustering. | Nicolas Tremblay, Gilles Puy, Rmi Gribonval, Pierre Vandergheynst |
| 2015 | CVPR | Functional correspondence by matrix completion. | Artiom Kovnatsky, Michael M. Bronstein, Xavier Bresson, Pierre Vandergheynst |
| 2015 | DATE | Ultra-low-power ECG front-end design based on compressed sensing. | Hossein Mamaghanian, Pierre Vandergheynst |
| 2015 | ICASSP | Laplacian matrix learning for smooth graph signal representation. | Xiaowen Dong, Dorina Thanou, Pascal Frossard, Pierre Vandergheynst |
| 2015 | ICCV | Robust Principal Component Analysis on Graphs. | Nauman Shahid, Vassilis Kalofolias, Xavier Bresson, Michael M. Bronstein, Pierre Vandergheynst |
| 2014 | ACSSC | On compensating unknown pixel behaviors for image sensors with embedded processing. | William Guicquero, Michele Benetti, Arnaud Peizerat, Antoine Dupret, Pierre Vandergheynst |
| 2014 | ICASSP | Compressed quantitative MRI: Bloch response recovery through iterated projection. | Mike E. Davies, Gilles Puy, Pierre Vandergheynst, Yves Wiaux |
| 2014 | ICASSP | Power-efficient joint compressed sensing of multi-lead ECG signals. | Hossein Mamaghanian, Giovanni Ansaloni, David Atienza, Pierre Vandergheynst |
| 2014 | ICASSP | Combining Spread Spectrum Compressive Sensing with rakeness for low frequency modulation in RMPI architecture. | Mauro Mangia, Riccardo Rovatti, Gianluca Setti, Pierre Vandergheynst |
| 2014 | ISLPED | Approximate compressed sensing: ultra-low power biosignal processing via aggressive voltage scaling on a hybrid memory multi-core processor. | Daniele Bortolotti, Hossein Mamaghanian, Andrea Bartolini, Maryam Ashouei, Jan Stuijt, David Atienza, Pierre Vandergheynst, Luca Benini |
| 2013 | ACSSC | An adaptive compressive sensing with side information. | William Guicquero, Antoine Dupret, Pierre Vandergheynst |
| 2013 | ACSSC | Multi-capture High Dynamic Range compressive imaging. | William Guicquero, Antoine Dupret, Pierre Vandergheynst |
| 2013 | ICASSP | Inference of mobility patterns via Spectral Graph Wavelets. | Xiaowen Dong, Antonio Ortega, Pascal Frossard, Pierre Vandergheynst |
| 2013 | ICASSP | Compressive multichannel cortical signal recording. | Mahdad Hosseini Kamal, Mahsa Shoaran, Yusuf Leblebici, Alexandre Schmid, Pierre Vandergheynst |
| 2013 | ICASSP | Joint low-rank and sparse light field modelling for dense multiview data compression. | Mahdad Hosseini Kamal, Pierre Vandergheynst |
| 2012 | CVPR | FREAK: Fast Retina Keypoint. | Alexandre Alahi, Raphael Ortiz, Pierre Vandergheynst |
| 2012 | ICASSP | Hyperspectral image compressed sensing via low-rank and joint-sparse matrix recovery. | Mohammad Golbabaee, Pierre Vandergheynst |
| 2012 | ICASSP | Light field compressive sensing in camera arrays. | Mahdad Hosseini Kamal, Mohammad Golbabaee, Pierre Vandergheynst |
| 2012 | ICIP | Foreground silhouette extraction robust to sudden changes of background appearance. | Alexandre Alahi, Luigi Bagnato, Damien Matti, Pierre Vandergheynst |
| 2012 | ICIP | Plenoptic spherical sampling. | Luigi Bagnato, Pascal Frossard, Pierre Vandergheynst |
| 2012 | ICIP | Joint trace/TV norm minimization: A new efficient approach for spectral compressive imaging. | Mohammad Golbabaee, Pierre Vandergheynst |
| 2012 | ICPR | Beyond bits: Reconstructing images from Local Binary Descriptors. | Emmanuel d'Angelo, Alexandre Alahi, Pierre Vandergheynst |
| 2011 | DCOSS | Chebyshev polynomial approximation for distributed signal processing. | David I. Shuman, Pierre Vandergheynst, Pascal Frossard |
| 2011 | ICASSP | Unsupervised extraction of audio-visual objects. | Anna Llagostera Casanovas, Pierre Vandergheynst |
| 2011 | ICASSP | Fully non-local super-resolution via spectral hashing. | Emmanuel d'Angelo, Pierre Vandergheynst |
| 2011 | ICASSP | A regularization framework for mobile social network analysis. | Xiaowen Dong, Pascal Frossard, Pierre Vandergheynst, Nikolai Nefedov |
| 2011 | ICIP | Fast TV-L1 optical flow for interactivity. | Emmanuel d'Angelo, Johan Paratte, Gilles Puy, Pierre Vandergheynst |
| 2011 | ISCAS | Real-time compressed sensing-based electrocardiogram compression on energy-constrained wireless body sensors. | Hossein Mamaghanian, Nadia Khaled, David Atienza, Pierre Vandergheynst |
| 2010 | ICASSP | Audio-based nonlinear video diffusion. | Anna Llagostera Casanovas, Pierre Vandergheynst |
| 2010 | ICASSP | Spread spectrum for interferometric and magnetic resonance imaging. | Gilles Puy, Yves Wiaux, Rolf Gruetter, Jean-Philippe Thiran, Dimitri Van De Ville, Pierre Vandergheynst |
| 2010 | ICASSP | A union of incoherent spaces model for classification. | Karin Schnass, Pierre Vandergheynst |
| 2010 | ICIP | Plenoptic based super-resolution for omnidirectional image sequences. | Luigi Bagnato, Yannick Boursier, Pascal Frossard, Pierre Vandergheynst |
| 2010 | ICIP | Towards unifying diffusion and exemplar-based inpainting. | Emmanuel d'Angelo, Pierre Vandergheynst |
| 2010 | ICIP | Stream carving: An adaptive seam carving algorithm. | Daniel Domingues, Alexandre Alahi, Pierre Vandergheynst |
| 2010 | ISCAS | A (256256) pixel 76.7mW CMOS imager/ compressor based on real-time In-pixel compressive sensing. | Vahid Majidzadeh, Laurent Jacques, Alexandre Schmid, Pierre Vandergheynst, Yusuf Leblebici |
| 2009 | ICASSP | CMOS compressed imaging by Random Convolution. | Laurent Jacques, Pierre Vandergheynst, Alexandre Bibet, Vahid Majidzadeh, Alexandre Schmid, Yusuf Leblebici |
| 2009 | ICASSP | Dictionary learning for the sparse modelling of atrial fibrillation in ECG signals. | Boris Mailh, Rmi Gribonval, Frdric Bimbot, Mathieu Lemay, Pierre Vandergheynst, Jean-Marc Vesin |
| 2009 | ICASSP | A low complexity Orthogonal Matching Pursuit for sparse signal approximation with shift-invariant dictionaries. | Boris Mailh, Rmi Gribonval, Frdric Bimbot, Pierre Vandergheynst |
| 2009 | ICASSP | Compressive sampling of pulse trains: Spread the spectrum! | Farid M. Naini, Rmi Gribonval, Laurent Jacques, Pierre Vandergheynst |
| 2009 | ICIP | Optical flow and depth from motion for omnidirectional images using a TV-L1 variational framework on graphs. | Luigi Bagnato, Pascal Frossard, Pierre Vandergheynst |
| 2009 | ICIP | TV-regularized generation of planar images from omnicams. | Yannick Boursier, Laurent Jacques, Didier Raboud, Pascal Frossard, Mohamed-Jalal Fadili, Pierre Vandergheynst |
| 2008 | ICASSP | Blind audiovisual separation based on redundant representations. | Anna Llagostera Casanovas, Gianluca Monaci, Pierre Vandergheynst, Rmi Gribonval |
| 2008 | ICASSP | Average case analysis of sparse recovery with thresholding : New bounds based on average dictionary coherence. | Mohammad Golbabaee, Pierre Vandergheynst |
| 2008 | ICIP | On the estimation of geodesic paths on sampled manifolds under random projections. | Mona Mahmoudi, Pierre Vandergheynst, Matteo Sorci |
| 2007 | ICASSP | Average Case Analysis of Multichannel Thresholding. | Rmi Gribonval, Boris Mailh, Holger Rauhut, Karin Schnass, Pierre Vandergheynst |
| 2007 | ICASSP | Tracking Atoms with Particles for Audio-Visual Source Localization. | Gianluca Monaci, Pierre Vandergheynst, Emilio Maggio, Andrea Cavallaro |
| 2007 | ICIP | Blind Audiovisual Source Separation using Sparse Representations. | Anna Llagostera Casanovas, Gianluca Monaci, Pierre Vandergheynst |
| 2006 | CVPR | Audiovisual Gestalts. | Gianluca Monaci, Pierre Vandergheynst |
| 2006 | ICASSP | Ventricular and Atrial Activity Estimation Through Sparse Ecg Signal Decompositions. | scar Divorra Escoda, Lorenzo Granai, Mathieu Lemay, Javier Molinero Hernandez, Pierre Vandergheynst, Jean-Marc Vesin |
| 2006 | ICASSP | MoTIF: An Efficient Algorithm for Learning Translation Invariant Dictionaries. | Philippe Jost, Pierre Vandergheynst, Sylvain Lesage, Rmi Gribonval |
| 2006 | MMSP | Distributed Sensing of Noisy Signals by Thresholding of Redundant Expansions. | Karin Schnass, Pierre Vandergheynst, Pascal Frossard |
| 2005 | DCC | Progressive Low Bit Rate Coding of Simple 3D Objects with Matching Pursuit. | Ivana Tosic, Pascal Frossard, Pierre Vandergheynst |
| 2005 | ICASSP | Video coding with motion-compensated temporal transforms and side information. | Markus Flierl, Pierre Vandergheynst |
| 2005 | ICASSP | A simple test to check the optimality of sparse signal approximations. | Rmi Gribonval, Rosa M. Figueras i Ventura, Pierre Vandergheynst |
| 2005 | ICIP | An improved pyramid for spatially scalable video coding. | Markus Flierl, Pierre Vandergheynst |
| 2005 | ICIP | Analysis of multimodal signals using redundant representations. | Gianluca Monaci, scar Divorra Escoda, Pierre Vandergheynst |
| 2005 | ICIP | The M-term pursuit for image representation and progressive compression. | Adel Rahmoune, Pierre Vandergheynst, Pascal Frossard |
| 2005 | MMSP | Distributed Coding of Spherical Images with Jointly Refined Decoding. | Tammam Tillo, Barbara Penna, Pascal Frossard, Pierre Vandergheynst |
| 2004 | ICASSP | MP3D: highly scalable video coding scheme based on matching pursuit. | Adel Rahmoune, Pierre Vandergheynst, Pascal Frossard |
| 2004 | ICASSP | Color image scalable coding with matching pursuit. | Rosa M. Figueras i Ventura, Pierre Vandergheynst, Pascal Frossard, Andrea Cavallaro |
| 2004 | ICIP | Redundant image representations in security applications. | Philippe Jost, Pierre Vandergheynst, Pascal Frossard |
| 2004 | ICIP | Learning structured dictionaries for image representation. | Gianluca Monaci, Pierre Vandergheynst |
| 2004 | MMSP | A Bayesian approach to video expansions on parametric over-complete 2-D dictionaries. | scar Divorra Escoda, Pierre Vandergheynst |
| 2004 | MMSP | Distributed coding of dynamic scenes with motion-compensated wavelets. | Markus Flierl, Pierre Vandergheynst |
| 2004 | MMSP | Sparse decomposition over multi-component redundant dictionaries. | Lorenzo Granai, Pierre Vandergheynst |
| 2004 | MMSP | Image compression with learnt tree-structured dictionaries. | Gianluca Monaci, Philippe Jost, Pierre Vandergheynst |
| 2004 | VCIP | Video coding with lifted wavelet transforms and complementary motion-compensated signals. | Markus H. Flierl, Pierre Vandergheynst, Bernd Girod |
| 2003 | ICASSP | A locally temporal adaptive transform scheme for sub-band video coding. | scar Divorra Escoda, Pierre Vandergheynst |
| 2003 | ICASSP | Ridgelet transform applied to motion compensated images. | Lorenzo Granai, Fulvio Moschetti, Pierre Vandergheynst |
| 2003 | ICIP | A priori information in image segmentation: energy functional based on shape statistical model and image information. | Xavier Bresson, Pierre Vandergheynst, Jean-Philippe Thiran |
| 2003 | ICIP | Video coding using a deformation compensation algorithm based on adaptive matching pursuit image decompositions. | scar Divorra Escoda, Pierre Vandergheynst |
| 2003 | ICIP | Video coding using a deformation compensation algorithm based adaptive matching pursuit image decompositions. | scar Divorra Escoda, Pierre Vandergheynst |
| 2003 | VCIP | High-flexibility scalable image coding. | Pascal Frossard, Pierre Vandergheynst, Rosa M. Figueras i Ventura |
| 2002 | ICIP | New dictionary and fast atom searching method for matching pursuit representation of displaced frame difference. | Fulvio Moschetti, Lorenzo Granai, Pierre Vandergheynst, Pascal Frossard |
| 2002 | ICPR | Geometric Moments in Scale-Spaces. | Xavier Bresson, Pierre Vandergheynst, Jean-Philippe Thiran |
| 2002 | ICPR | Rotation and Scale Invariant Shape Representation and Recognition Using Matching Pursuit. | Franois Mendels, Pierre Vandergheynst, Jean-Philippe Thiran |
| 2001 | DCC | A Posteriori Quantized Matching Pursuit. | Pascal Frossard, Pierre Vandergheynst |
| 2001 | ICASSP | Efficient image representation by anisotropic refinement in matching pursuit. | Pierre Vandergheynst, Pascal Frossard |
| 2001 | ICIP | Adaptive entropy-constrained matching pursuit quantization. | Pierre Vandergheynst, Pascal Frossard |
| 1999 | ICIP | Computing Isotropic Local Contrast from Oriented Pyramid Decompositions. | Stefan Winkler, Pierre Vandergheynst |
| 1996 | ICIP | 2-D Cauchy wavelets and symmetries in images. | Jean-Pierre Antoine, Pierre Vandergheynst |