Publications
2025
Journal Papers
Interpreting and comparing neural activity across systems by geometric deep learning
Gosztolai, Adam; Vandergheynst, Pierre
NATURE METHODS. 2025. DOI : 10.1038/s41592-024-02581-3.A comparative analysis of gene expression profiling by statistical and machine learning approaches
Bontonou, Myriam; Haget, Anais; Boulougouri, Maria; Audit, Benjamin; Borgnat, Pierre; Arbona, Jean-Michel
BIOINFORMATICS ADVANCES. 2025. Vol. 5, DOI : 10.1093/bioadv/vbae199.MARBLE: interpretable representations of neural population dynamics using geometric deep learning
Gosztolai, Adam; Peach, Robert L.; Arnaudon, Alexis; Barahona, Mauricio; Vandergheynst, Pierre
Nature methods. 2025. DOI : 10.1038/s41592-024-02582-2.2024
Journal Papers
Learning on compressed molecular representations
Weinreich, Jan; Probst, Daniel
DIGITAL DISCOVERY. 2024. p. 84 - 92. DOI : 10.1039/d4dd00162a.Exploring “dark-matter” protein folds using deep learning
Harteveld, Zander; Van Hall-Beauvais, Alexandra; Morozova, Irina; Southern, Joshua; Goverde, Casper; Georgeon, Sandrine; Rosset, Stéphane; Defferrard, Michëal; Loukas, Andreas; Vandergheynst, Pierre; Bronstein, Michael M.; Correia, Bruno E.
Cell systems. 2024. Vol. 15, p. 898 - 910.e5. DOI : 10.1016/j.cels.2024.09.006.Molecular set representation learning
Boulougouri, Maria; Vandergheynst, Pierre; Probst, Daniel
Nature Machine Intelligence. 2024. Vol. 6, p. 754 - 763. DOI : 10.1038/s42256-024-00856-0.Algorithm 1044: PyGenStability, a Multiscale Community Detection with Generalized Markov Stability
Arnaudon, Alexis; Schindler, Dominik J.; Peach, Robert L.; Gosztolai, Adam; Hodges, Maxwell; Schaub, Michael T.; Barahona, Mauricio
ACM Transactions on Mathematical Software. 2024. Vol. 50, p. 15. DOI : 10.1145/3651225.Conference Papers
Ultrabroadband sound control of 3D spaces using plasmacoustic metalayers
Sergeev, Stanislav; Donaldson, Mark; Lissek, Hervé
2024. Inter-Noise24, Nantes, France, 2024-08-25 - 2024-08-29. DOI : 10.3397/in_2024_4093.Electroacoustic Liner for tonal and broadband noise attenuation of turbofans
De Bono, Emanuele; Collet, Manuel; Ouisse, Morvan; Lissek, Hervé; Billon, Kevin; Volery, Maxime; Sergeev, Stanislav; Mardjono, Jacky
2024. Inter-Noise24, Nantes, France, 2024-08-25 - 2024-08-29. DOI : 10.3397/in_2024_3514.Graph learning for capturing long-range dependencies in protein structures
Hariri, Ali; Vandergheynst, Pierre
2024. Machine Learning for Computational Biology, Seattle, 2024-09-05 - 2024-09-06.Beyond fine-tuning: LoRA modules boost near-OOD detection and LLM security
Salimbeni, Etienne; Craighero, Francesco; Khasanova, Renata; Vasic, Milos; Vandergheynst, Pierre
2024. ICLR 2024 Workshop on Secure and Trustworthy Large Language Model, Vienna, Austria, May 11, 2024.Initial Conditions Impact on Nonlinear Dynamics of a Loudspeaker
Vesal, Rahim; Guo, Xinxin; Lissek, Hervé
2024. Forum Acusticum 2023, the 10th Convention of the European Acoustics Association, Torino, Italy, 2023-09-11 - 2023-09-15. DOI : 10.61782/fa.2023.1155.Electro-active acoustic liner for the reduction of turbofan noise
Salze, Edouard; De Bono, Emanuele; Billon, Kévin; Gillet, Martin; Volery, Maxime; Collet, Manuel; Ouisse, Morvan; Lissek, Hervé; Mardjono, Jacky
2024. Forum Acusticum 2023, the 10th Convention of the European Acoustics Association, Torino, Italy, 2023-09-11 - 2023-09-15. DOI : 10.61782/fa.2023.0558.Corona-discharge acoustic transducer as a perfect matched acoustic source
2024. Forum Acusticum 2023, Torino, Italy, 2023-09-11. DOI : 10.61782/fa.2023.1047.Advection Boundary Law for sound transmission attenuation of plane and spinning guided modes
De Bono, Emanuele; Collet, Manuel; Salze, Eduoard; Ouisse, Morvan; Gillet, Martin; Lissek, Hervé; Mardjono, Jacky; Billon, Kévin; Volery, Maxime
2024. Forum Acusticum 2023, the 10th Convention of the European Acoustics Association, Torino, Italy, 2023-09-11 - 2023-09-15. DOI : 10.61782/fa.2023.0573.Towards improving full-length ribosome density prediction by bridging sequence and graph-based representations
Nallapareddy, Mohan Vamsi; Craighero, Francesco; Naef, Felix; Gobet, Cédric; Vandergheynst, Pierre
2024. 19th Machine Learning in Computational Biology meeting, Seattle, WA, USA, 2024-09-05 - 2024-09-06.The Advection Boundary Law in presence of mean-flow and spinning modes
2024. Active and Passive Smart Structures and Integrated Systems XVIII, Long Beach, California, USA, March 25-29, 2024. DOI : 10.1117/12.3010472.
Beyond fine-tuning: LoRA modules boost near-OOD detection and LLM security
Salimbeni, Etienne; Craighero, Francesco; Khasanova, Renata; Vasic, Milos; Vandergheynst, Pierre
2024. 7th Deep Learning Security and Privacy Workshop, San Francisco, CA, May 23, 2024.Smart Acoustic Lining for UHBR Technologies Engine Part 1: Design of an Electroacoustic Liner and Experimental Characterization Under Flow in Rectangular Cross-Section Ducts
De Bono Emanuele; Collet, Manuel; Billon, Kevin; Salze, Edouard; Lissek, Hervé; Volery, Maxime; Ouisse, Morvan; Marjono, Jacky
2024. 30th AIAA/CEAS Aeroacoustics Conference 2024, Rome, Italy, June 4-7, 2024. DOI : 10.2514/6.2024-3303.Theses
Infusing structured knowledge priors in neural models for sample-efficient symbolic reasoning
Lausanne, EPFL, 2024. DOI : 10.5075/epfl-thesis-10642.Safe Deep Neural Networks
Lausanne, EPFL, 2024. DOI : 10.5075/epfl-thesis-10384.Other
Graph rewiring for long range-aware protein learning
Hariri, Ali; Vandergheynst, Pierre
2024. 38th Annual Conference on Neural Information Processing Systems, Vancouver Convention Center, Canada, 2024-12-10 - 2024-12-15.2023
Journal Papers
Effects of Head-Tracking Artefacts on Externalization and Localization in Azimuth With Binaural Wearable Devices
Grimaldi, Vincent; Simon, Laurent S. R.; Courtois, Gilles; Lissek, Herve
Journal Of The Audio Engineering Society. 2023. Vol. 71, p. 650 - 663. DOI : 10.17743/jaes.2022.0097.Active Acoustic Su-Schrieffer-Heeger-Like Metamaterial
Padlewski, Mathieu François; Volery, Maxime; Fleury, Romain; Lissek, Hervé; Guo, Xinxin
Physical Review Applied. 2023. Vol. 20, p. 014022. DOI : 10.1103/PhysRevApplied.20.014022.Ultrabroadband sound control with deep-subwavelength plasmacoustic metalayers
Sergeev, Stanislav; Fleury, Romain; Lissek, Hervé
Nature Communications. 2023. p. 2874. DOI : 10.1038/s41467-023-38522-5.Observation of non-reciprocal harmonic conversion in real sounds
Guo, Xinxin; Lissek, Hervé; Fleury, Romain
Communications Physics. 2023. Vol. 6, p. 1 - 6. DOI : 10.1038/s42005-023-01217-w.Aiming beyond slight increases in accuracy
Nature Reviews Chemistry. 2023. DOI : 10.1038/s41570-023-00480-3.Robust direct acoustic impedance control using two microphones for mixed feedforward-feedback controller
Volery, Maxime; Guo, Xinxin; Lissek, Herve
Acta Acustica. 2023. Vol. 7, p. 2. DOI : 10.1051/aacus/2022058.An explainability framework for deep learning on chemical reactions exemplified by enzyme-catalysed reaction classification
Journal of Cheminformatics. 2023. Vol. 15, DOI : 10.1186/s13321-023-00784-y.The Societal and Scientific Importance of Inclusivity, Diversity, and Equity in Machine Learning for Chemistry
CHIMIA. 2023. Vol. 77, p. 56. DOI : 10.2533/chimia.2023.56.Alchemical analysis of FDA approved drugs
Orsi, Markus; Probst, Daniel; Schwaller, Philippe; Reymond, Jean-Louis
Digital Discovery. 2023. Vol. 2, p. 1289 - 1296. DOI : 10.1039/D3DD00039G.Conference Papers
Smart acoustic lining for UHBR technologies engine: from the design of an electroacoustic metasurface to experimental characterization under flow
Billon, K.; Gillet, M.; Salze, E.; Volery, Maxime; De Bono, E.; Ouisse, M.; Lissek, Hervé; Collet, Manuel; Mardjono, J.
2023. SPIE Smart Structures + Nondestructive Evaluation, 2023, Long Beach, California, United States, March 12-17, 2023. DOI : 10.1117/12.2658519.Plasma-Based Acoustic Metalayer for Sound Control
Sergeev, Stanislav; Lissek, Hervé
2023. Forum Acusticum 2023, the 10th Convention of the European Acoustics Association, Torino, Italy, 2023-09-11 - 2023-09-15. DOI : 10.61782/fa.2023.0695.Programmable Electroacoustic Boundaries in Acoustic Waveguides: Enhanced Attenuation and Non-Reciprocal Sound Propagation
De Bono, Emanuele; Ouisse, Morvan; Collet, Manuel; Salze, Edouard; Lissek, Hervé; Volery, Maxime; Mardjono, Jacky
2023. 10th ECCOMAS Thematic Conference on Smart Structures and Materials, Patras, Greece, 2023-07-03 - 2023-07-05. DOI : 10.7712/150123.9763.444480.Regulating Artificial Intelligence in the EU, United States and China - Implications for energy systems
Heymann, Fabian; Parginos, Konstantinos; Hariri, Ali; Franco, Gabriele
2023. IEEE PES Innovative Smart Grid Technologies Europe, Grenoble, France, 2023-10-23 - 2023-10-26. DOI : 10.1109/ISGTEUROPE56780.2023.10407482.Theses
Robust tunable acoustic impedance control on electroacoustic resonators for aircraft noise reduction
Lausanne, EPFL, 2023. DOI : 10.5075/epfl-thesis-9833.Probabilistic methods for neural combinatorial optimization
Lausanne, EPFL, 2023. DOI : 10.5075/epfl-thesis-10221.Preprints
Interpretable Inflammation Landscape of Circulating Immune cells
Jiménez-Gracia, Laura; Maspero, Davide; Aguilar-Fernández, Sergio; Craighero, Francesco; Ruiz, Sara; Marchese, Domenica; Caratù, Ginevra; Elosua-Bayes, Marc; Abdalfatah, Mohamed; Sanzo-Machuca, Angela; Corraliza, Ana M.; Massoni-Badosa, Ramon; Tran, Hoang A.; Normand, Rachelly; Nestor, Jacquelyn; Hong, Yourae; Kole, Tessa; van der Velde, Petra; Alleblas, Frederique; Pedretti, Flaminia; Aterido, Adrià; Banchero, Martin; Soriano, German; Román, Eva; van den Berge, Maarten; Salas, Azucena; Carrascosa, Jose Manuel; Nebro, Antonio Fernández; Domènech, Eugeni; Cañete, Juan; Tornero, Jesús; Pérez-Gisbert, Javier; Choy, Ernest; Girolomoni, Giampiero; Siegmund, Britta; Julià, Antonio; Serra, Violeta; Elosua, Roberto; Tejpar, Sabine; Vidal, Silvia; Nawijn, Martijn C.; Marsal, Sara; Vandergheynst, Pierre; Villani, Alexandra-Chloé; Nieto, Juan C.; Heyn, Holger
2023, Working Papers DOI : 10.1101/2023.11.28.568839.Parameter-Free Molecular Classification and Regression with Gzip
Weinreich, Jan; Probst, Daniel
2023, Working Papers2022
Journal Papers
Effect of time delay on the impedance control of a pressure-based, current-driven Electroacoustic Absorber
De Bono, E.; Collet, M.; Matten, G.; Karkar, S.; Lissek, H.; Ouisse, M.; Billon, K.; Laurence, T.; Volery, M.
Journal of Sound and Vibration. 2022. Vol. 537, p. 117201. DOI : 10.1016/j.jsv.2022.117201.Human Head Yaw Estimation based on Two 3-axis Accelerometers
Grimaldi, V.; Simon, L.S.R.; Sans, M.; Courtois, G.; Lissek, H.
IEEE Sensors Journal. 2022. p. 1 - 1. DOI : 10.1109/JSEN.2022.3185712.Connecting the dots in ethology: applying network theory to understand neural and animal collectives
Gosztolai, Adam; Ramdya, Pavan
Current Opinion In Neurobiology. 2022. Vol. 73, p. 102532. DOI : 10.1016/j.conb.2022.102532.RosettaSurf-A surface-centric computational design approach
Scheck, Andreas; Rosset, Stephane; Defferrard, Michael; Loukas, Andreas; Bonet, Jaume; Vandergheynst, Pierre; Correia, Bruno E.
Plos Computational Biology. 2022. Vol. 18, p. e1009178. DOI : 10.1371/journal.pcbi.1009178.In flow acoustic characterisation of a 2D active liner with local and non local strategies.
Billon, K.; Bono, E. De; Perez, M.; Salze, E.; Matten, G.; Gillet, M.; Ouisse, M.; Volery, M.; Lissek, H.; Mardjono, J.; Collet, M.
Applied Acoustics. 2022. Vol. 191, p. 108655. DOI : 10.1016/j.apacoust.2022.108655.Corona discharge actuator as an active sound absorber under normal and oblique incidence
Sergeev, Stanislav; Humbert, Thomas; Lissek, Hervé; Aurégan, Yves
Acta Acustica. 2022. Vol. 6, p. 5. DOI : 10.1051/aacus/2022001.PID-like active impedance control for electroacoustic resonators to design tunable single-degree-of-freedom sound absorbers
Guo, Xinxin; Volery, Maxime; Lissek, Hervé
Journal of Sound and Vibration. 2022. Vol. 525, p. 116784. DOI : 10.1016/j.jsv.2022.116784.Conference Papers
Learnable filter-banks for CNN-based audio applications
Peic Tukuljac, Helena; Ricaud, Benjamin; Aspert, Nicolas; Colbois, Laurent
2022. 5th Northern Lights Deep Learning Conference (NLDL 2022), Tromsø, Norway, January 10-12, 2022. DOI : 10.7557/18.6279.Generalised Implicit Neural Representations
Grattarola, Daniele; Vandergheynst, Pierre
2022. 36th Conference on Neural Information Processing Systems (NeurIPS 2022), New Orleans, Louisiana, USA, November 28 - December 9, 2022. DOI : 2205.15674.Neural Set Function Extensions: Learning with Discrete Functions in High Dimensions
Karalias, Nikolaos; Robinson, Joshua; Loukas, Andreas; Jegelka, Stefanie
2022. NeurIPS 2022 36th Conference on Neural Information Processing Systems, New Orleans, Louisiana, United States, November 28-December 3, 2022.Propagation on Multi-relational Graphs for Node Regression
2022. International Conference on Complex Networks and Their Applications, Madrid, Spain, 30 Nov - 2 Dec, 2021. DOI : 10.1007/978-3-030-93409-5_14.SPECTRE: Spectral Conditioning Helps to Overcome the Expressivity Limits of One-shot Graph Generators
Martinkus, Karolis; Loukas, Andreas; Perraudin, Nathanael; Wattenhofer, Roger
2022. 38th International Conference on Machine Learning (ICML), Baltimore, MD, Jul 17-23, 2022. DOI : WOS:000900064905013.Theses
Leveraging topology, geometry, and symmetries for efficient Machine Learning
Lausanne, EPFL, 2022. DOI : 10.5075/epfl-thesis-7398.Auditory externalization of a remote microphone signal
Grimaldi, Vincent Pierre Olivier
Lausanne, EPFL, 2022. DOI : 10.5075/epfl-thesis-8959.Plasma-based Electroacoustic Actuator for Broadband Sound Absorption
Lausanne, EPFL, 2022. DOI : 10.5075/epfl-thesis-9784.2021
Journal Papers
Naviguer dans les traces numériques sur Twitter. Retour sur la conception d’un dispositif de cartographie de données à destination de journalistes
Carlino, Vincent; Pignard-Cheynel, Nathalie; Loubère, Lucie; Ricaud, Benjamin; Aspert, Nicolas
Revue Intelligibilité du Numérique. 2021. Vol. 2, DOI : 10.34745/numerev_1707.Conference Papers
Experimental assessment of an active (acoustic) liner prototype in an acoustic flow duct facility
Billon, Kevin; De Bono, Emanuele; Perez, Matthias; Salze, Edouard; Matten, Gaël; Gillet, Martin; Ouisse, Morvan; Volery, Maxime; Lissek, Hervé; Mardjono, Jacky; Collet, Manuel; Fromme, Paul; Su, Zhongqing
2021. SPIE Smart Structures + Nondestructive Evaluation, 2021, online, March 22-26, 2021. DOI : 10.1117/12.2583099.Summary of Tutorials at The Web Conference 2021
West, Robert; Bhagat, Smriti; Groth, Paul; Zitnik, Marinka; Couto, Francisco M.; Lisena, Pasquale; Merono-Penuela, Albert; Zhao, Xiangyu; Fan, Wenqi; Yin, Dawei; Tang, Jiliang; Shou, Linjun; Gong, Ming; Pei, Jian; Geng, Xiubo; Zhou, Xingjie; Jiang, Daxin; Ricaud, Benjamin; Aspert, Nicolas; Miz, Volodymyr; Dy, Jennifer; Ioannidis, Stratis; Yildiz, Ilkay; Rezapour, Rezvaneh; Aref, Samin; Dinh, Ly; Diesner, Jana; Drutsa, Alexey; Ustalov, Dmitry; Popov, Nikita; Baidakova, Daria; Mishra, Shubhanshu; Gopalan, Arjun; Juan, Da-Cheng; Magalhaes, Cesar Ilharco; Ferng, Chun-Sung; Heydon, Allan; Lu, Chun-Ta; Pham, Philip; Yu, George; Fan, Yicheng; Wang, Yueqi; Laurent, Florian; Schraner, Yanick; Scheller, Christian; Mohanty, Sharada; Chen, Jiawei; Wang, Xiang; Feng, Fuli; He, Xiangnan; Teinemaa, Irene; Albert, Javier; Goldenberg, Dmitri; Vasile, Flavian; Rohde, David; Jeunen, Olivier; Benhalloum, Amine; Sakhi, Otmane; Rong, Yu; Huang, Wenbing; Xu, Tingyang; Bian, Yatao; Cheng, Hong; Sun, Fuchun; Huang, Junzhou; Fakhraei, Shobeir; Faloutsos, Christos; Celebi, Onur; Muller, Martin; Schneider, Manuel; Altunina, Olesia; Wingerath, Wolfram; Wollmer, Benjamin; Gessert, Felix; Succo, Stephan; Ritter, Norbert; Courdier, Evann; Avram, Tudor Mihai; Cvetinovic, Dragan; Tsinadze, Levan; Jose, Johny; Howell, Rose; Koenig, Mario; Defferrard, Michael; Kenthapadi, Krishnaram; Packer, Ben; Sameki, Mehrnoosh; Sephus, Nashlie
2021. 30th World Wide Web (WWW) Conference (WebConf), ELECTR NETWORK, Apr 19-23, 2021. DOI : 10.1145/3442442.3453701.Business Entity Matching with Siamese Graph Convolutional Networks
Krivosheev, Evgeny; Atzeni, Mattia; Mirylenka, Katsiaryna; Scotton, Paolo; Miksovic, Christoph; Zorin, Anton
2021. 35th AAAI Conference on Artificial Intelligence / 33rd Conference on Innovative Applications of Artificial Intelligence / 11th Symposium on Educational Advances in Artificial Intelligence, ELECTR NETWORK, Feb 02-09, 2021. DOI : 10.1609/aaai.v35i18.18010.Partition and Code: learning how to compress graphs
Bouritsas, Giorgos; Loukas, Andreas; Karalias, Nikolaos; Bronstein, Michael
2021. 35th Conference on Neural Information Processing Systems (NeurIPS 2021)., [Virtual], December 6-14, 2021.Node Attribute Completion in Knowledge Graphs with Multi-Relational Propagation
Bayram, Eda; West, Robert; Garcia Duran, Alberto
2021. IEEE International Conference on Acoustics, Speech and Signal Processing, Virtual, June 6-11, 2021. DOI : 10.1109/ICASSP39728.2021.9414016.Efficient Text-based Reinforcement Learning by Jointly Leveraging State and Commonsense Graph Representations
Murugesan, Keerthiram; Atzeni, Mattia; Kapanipathi, Pavan; Talamadupula, Kartik; Sachan, Mrinmaya; Campbell, Murray
2021. Joint Conference of 59th Annual Meeting of the Association-for-Computational-Linguistics (ACL) / 11th International Joint Conference on Natural Language Processing (IJCNLP) / 6th Workshop on Representation Learning for NLP (RepL4NLP), ELECTR NETWORK, Aug 01-06, 2021. DOI : 10.18653/v1/2021.acl-short.91.Text-based RL Agents with Commonsense Knowledge: New Challenges, Environments and Baselines
Murugesan, Keerthiram; Atzeni, Mattia; Kapanipathi, Pavan; Shukla, Pushkar; Kumaravel, Sadhana; Tesauro, Gerald; Talamadupula, Kartik; Sachan, Mrinmaya; Campbell, Murray
2021. 35th AAAI Conference on Artificial Intelligence / 33rd Conference on Innovative Applications of Artificial Intelligence / 11th Symposium on Educational Advances in Artificial Intelligence, ELECTR NETWORK, Feb 02-09, 2021. DOI : 10.1609/aaai.v35i10.17090.Theses
Sound Field Reconstruction in a room through Sparse Recovery and its application in Room Modal Equalization
Lausanne, EPFL, 2021. DOI : 10.5075/epfl-thesis-8394.Other
Court-Circuit: Quartier mixte, autonome et émergent dans le Pays de Gex (Grand Genève)
2021, Student Projects2020
Journal Papers
Connectome spectral analysis to track EEG task dynamics on a subsecond scale
Glomb, Katharina; Queralt, Joan Rue; Pascucci, David; Defferrard, Michael; Tourbier, Sebastien; Carboni, Margherita; Rubega, Maria; Vulliemoz, Serge; Plomp, Gijs; Hagmann, Patric
Neuroimage. 2020. Vol. 221, p. 1 - 15, 117137. DOI : 10.1016/j.neuroimage.2020.117137.Localized Spectral Graph Filter Frames: A Unifying Framework, Survey of Design Considerations, and Numerical Comparison
Ieee Signal Processing Magazine. 2020. Vol. 37, p. 43 - 63. DOI : 10.1109/MSP.2020.3015024.Spikyball Sampling: Exploring Large Networks via an Inhomogeneous Filtered Diffusion
Ricaud, Benjamin; Aspert, Nicolas; Miz, Volodymyr
Algorithms. 2020. Vol. 13, p. 275. DOI : 10.3390/a13110275.Development of a plasma electroacoustic actuator for active noise control applications
Sergeev, S; Lissek, H; Howling, A; Furno, I; Plyushchev, G; Leyland, P
Journal of Physics D : Applied Physics. 2020. Vol. 53, p. 495202. DOI : 10.1088/1361-6463/abafde.Low frequency sound field reconstruction in a non-rectangular room using a small number of microphones
Acta Acustica. 2020. Vol. 4, p. 5. DOI : 10.1051/aacus/2020006.Improving sound absorption through nonlinear active electroacoustic resonators
Guo, Xinxin; Fleury, Romain; Lissek, Hervé
Physical Review Applied. 2020. Vol. 13, p. 014018. DOI : 10.1103/PhysRevApplied.13.014018.Conference Papers
How hard is to distinguish graphs with graph neural networks?
2020. Neural Information Processing Systems (NeurIPS), virtual, December 6-12, 2020. DOI : 2005.06649.What is Trending on Wikipedia? Capturing Trends and Language Biases Across Wikipedia Editions
Miz, Volodymyr; Hanna, Joëlle; Aspert, Nicolas; Ricaud, Benjamin; Vandergheynst, Pierre
2020. The Web Conference 2020, Taipei, Taiwan, April 20-24, 2020. DOI : 10.1145/3366424.3383567.On the Relationship between Self-Attention and Convolutional Layers
Cordonnier, Jean-Baptiste; Loukas, Andreas; Jaggi, Martin
2020. Eighth International Conference on Learning Representations - ICLR 2020, Addis Ababa, Ethiopia, April 26-30, 2020.What graph neural networks cannot learn: depth vs width
2020. International Conference on Learning Representations, Addis Ababa, Ethiopia, April 26-30, 2020.Graph Coarsening with Preserved Spectral Properties
Jin, Yu; Loukas, Andreas; Jaja, Joseph F.
2020. 23rd International Conference on Artificial Intelligence and Statistics (AISTATS), ELECTR NETWORK, Aug 26-28, 2020. DOI : WOS:000559931301063.Theses
On the optimal sampling design for the Graph Total Variation decoder: recovering piecewise-constant graph signals from a few vertex measurements
Cerqueira Gonzalez Pena, Rodrigo
Lausanne, EPFL, 2020. DOI : 10.5075/epfl-thesis-7219.On Vacuous and Non-Vacuous Generalization Bounds for Deep Neural Networks.
Lausanne, EPFL, 2020. DOI : 10.5075/epfl-thesis-7437.Dynamic pattern recognition in large-scale graphs with applications to social networks
Lausanne, EPFL, 2020. DOI : 10.5075/epfl-thesis-7633.Sparse and Parametric Modeling with Applications to Acoustics and Audio
Lausanne, EPFL, 2020. DOI : 10.5075/epfl-thesis-7215.Other
Probabilistic Deep Learning on Spheres for Weather/Climate Applications
2020, Student ProjectsProbabilistic Deep Learning on Spheres for Weather/Climate Applications
2020, Student ProjectsOn the Experimental Transferability of Spectral Graph Convolutional Networks
2020, Student ProjectsGeometric deep learning for medium-range weather prediction
2020, Student ProjectsErdos Goes Neural: an Unsupervised Learning Framework for Combinatorial Optimization on Graphs
Karalias, Nikolaos; Loukas, Andreas
2020. NeurIPS 2020 34th Conference on Neural Information Processing Systems, Vancouver, Canada, December 6-12, 2020.2019
Journal Papers
Perception of Auditory Distance in Normal-Hearing and Moderate-to-Profound Hearing-Impaired Listeners
Courtois, Gilles; Grimaldi, Vincent; Lissek, Hervé; Estoppey, Philippe; Georganti, Eleftheria
Trends in Hearing. 2019. Vol. 23, p. 233121651988761. DOI : 10.1177/2331216519887615.Active acoustic resonators with reconfigurable resonance frequency, absorption, and bandwidth
Koutserimpas, Theodoros; Rivet, Etienne; Lissek, Hervé; Fleury, Romain
Physical Review Applied. 2019. Vol. 12, p. 054064. DOI : 10.1103/PhysRevApplied.12.054064.Broadband Nonreciprocal Acoustic Propagation Using Programmable Boundary Conditions: From Analytical Modeling to Experimental Implementation
Karkar, Sami; De Bono, Emanuele; Collet, Manuel; Matten, Gael; Ouisse, Morvan; Rivet, Etienne
Physical Review Applied. 2019. Vol. 12, p. 054033. DOI : 10.1103/PhysRevApplied.12.054033.Forecasting Time Series With VARMA Recursions on Graphs
Isufi, Elvin; Loukas, Andreas; Perraudin, Nathanael; Leus, Geert
IEEE Transactions on Signal Processing. 2019. Vol. 67, p. 4870 - 4885. DOI : 10.1109/TSP.2019.2929930.Stationary time-vertex signal processing
Loukas, Andreas; Perraudin, Nathanaël
EURASIP Journal on Advances in Signal Processing. 2019. Vol. 2019, p. 36. DOI : 10.1186/s13634-019-0631-7.Fourier could be a data scientist: From graph Fourier transform to signal processing on graphs
Ricaud, Benjamin; Borgnat, Pierre; Tremblay, Nicolas; Goncalves, Paulo; Vandergheynst, Pierre
Comptes Rendus Physique. 2019. Vol. 20, p. 474 - 488. DOI : 10.1016/j.crhy.2019.08.003.DeepSphere: Efficient spherical convolutional neural network with HEALPix sampling for cosmological applications
Perraudin, N.; Defferrard, M.; Kacprzak, T.; Sgier, R.
Astronomy And Computing. 2019. Vol. 27, p. 130 - 146. DOI : 10.1016/j.ascom.2019.03.004.Conference Papers
Extrapolating Paths with Graph Neural Networks
Cordonnier, Jean-Baptiste; Loukas, Andreas
2019. International Joint Conference on Artificial Intelligence, Macao, China, August 10-16, 2019.Auditory externalization in hearing-impaired listeners with remote microphone systems for hearing aids
Grimaldi, Vincent; Lissek, Hervé; Courtois, Gilles; Georganti, Eleftheria; Estoppey, Philippe
2019. 26th International Congress on Sound & Vibration - ICSV26, Montréal, Québec, Canada, July 7-11, 2019.Electroacoustic resonators: system identification and stability
de Bono, Emanuele; Collet, Manuel; Karkar, Sami; Matten, Gaël; Lissek, Hervé; Laurence, Thomas
2019. 26th International Congress on Sound & Vibration - ICSV26, Montréal, Québec, Canada, July 7-1, 2019.A Graph-structured Dataset for Wikipedia Research
Aspert, Nicolas; Miz, Volodymyr; Ricaud, Benjamin; Vandergheynst, Pierre
2019. Companion Proceedings of the 2019 World Wide Web Conference (WWW '19 Companion), San Francisco, CA, USA, May 13-17, 2019. DOI : 10.1145/3308560.3316757.Other
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2019, Student ProjectsEvaluation subjective d’un algorithme de spatialisation binaurale pour aides auditives par des sujets normo-entendants et malentendants
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2019. 14ème Congrès Français d'Acoustique (CFA 2018), Le Havre, France, April 23-27, 2018.