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.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.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.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.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.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.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.
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
Safe Deep Neural Networks
Lausanne, EPFL, 2024. DOI : 10.5075/epfl-thesis-10384.Infusing structured knowledge priors in neural models for sample-efficient symbolic reasoning
Lausanne, EPFL, 2024. DOI : 10.5075/epfl-thesis-10642.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.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.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.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.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.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.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.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.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.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
Auditory externalization of a remote microphone signal
Grimaldi, Vincent Pierre Olivier
Lausanne, EPFL, 2022. DOI : 10.5075/epfl-thesis-8959.Leveraging topology, geometry, and symmetries for efficient Machine Learning
Lausanne, EPFL, 2022. DOI : 10.5075/epfl-thesis-7398.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.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.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.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.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.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.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.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.What graph neural networks cannot learn: depth vs width
2020. International Conference on Learning Representations, Addis Ababa, Ethiopia, April 26-30, 2020.Theses
Sparse and Parametric Modeling with Applications to Acoustics and Audio
Lausanne, EPFL, 2020. DOI : 10.5075/epfl-thesis-7215.Dynamic pattern recognition in large-scale graphs with applications to social networks
Lausanne, EPFL, 2020. DOI : 10.5075/epfl-thesis-7633.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.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.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.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.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.