Publications

2024

Conference Papers

Beyond fine-tuning: LoRA modules boost near-OOD detection and LLM security

Salimbeni, EtienneCraighero, FrancescoKhasanova, RenataVasic, MilosVandergheynst, Pierre 

2024.  ICLR 2024 Workshop on Secure and Trustworthy Large Language Model, Vienna, Austria, May 11, 2024.

Beyond fine-tuning: LoRA modules boost near-OOD detection and LLM security

Salimbeni, EtienneCraighero, FrancescoKhasanova, RenataVasic, MilosVandergheynst, Pierre 

2024.  7th Deep Learning Security and Privacy Workshop, San Francisco, CA, May 23, 2024.

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 EmanueleCollet, ManuelBillon, KevinSalze, EdouardLissek, HervéVolery, MaximeOuisse, MorvanMarjono, 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

Atzeni, Mattia 

Lausanne, EPFL, 2024.  DOI : 10.5075/epfl-thesis-10642.

Safe Deep Neural Networks

Matoba, Kyle Michael 

Lausanne, EPFL, 2024.  DOI : 10.5075/epfl-thesis-10384.

Preprints

Towards improving full-length ribosome density prediction by bridging sequence and graph-based representations

Nallapareddy, Mohan VamsiCraighero, FrancescoGobet, CédricNaef, FelixVandergheynst, Pierre 

2024,  Working Papers DOI : 10.1101/2024.04.08.588507.

2023

Journal Papers

Effects of Head-Tracking Artefacts on Externalization and Localization in Azimuth With Binaural Wearable Devices

Grimaldi, VincentSimon, Laurent S. R.Courtois, GillesLissek, 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 FrançoisVolery, MaximeFleury, RomainLissek, HervéGuo, Xinxin 

Physical Review Applied. 2023.  Vol. 20, p. 014022. DOI : 10.1103/PhysRevApplied.20.014022.

Ultrabroadband sound control with deep-subwavelength plasmacoustic metalayers

Sergeev, StanislavFleury, RomainLissek, Hervé 

Nature Communications. 2023.  p. 2874. DOI : 10.1038/s41467-023-38522-5.

Observation of non-reciprocal harmonic conversion in real sounds

Guo, XinxinLissek, HervéFleury, Romain 

Communications Physics. 2023.  Vol. 6, p. 1 - 6. DOI : 10.1038/s42005-023-01217-w.

Aiming beyond slight increases in accuracy

Probst, Daniel 

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, MaximeGuo, XinxinLissek, Herve 

Acta Acustica. 2023.  Vol. 7, p. 2. DOI : 10.1051/aacus/2022058.

The Societal and Scientific Importance of Inclusivity, Diversity, and Equity in Machine Learning for Chemistry

Probst, Daniel 

CHIMIA. 2023.  Vol. 77, p. 56. DOI : 10.2533/chimia.2023.56.

Alchemical analysis of FDA approved drugs

Orsi, MarkusProbst, DanielSchwaller, PhilippeReymond, Jean-Louis 

Digital Discovery. 2023.  Vol. 2, p. 1289 - 1296. DOI : 10.1039/D3DD00039G.

An explainability framework for deep learning on chemical reactions exemplified by enzyme-catalysed reaction classification

Probst, Daniel 

Journal of Cheminformatics. 2023.  Vol. 15, DOI : 10.1186/s13321-023-00784-y.

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, MaximeDe Bono, E.Ouisse, M.Lissek, HervéCollet, ManuelMardjono, J. 

2023.  SPIE Smart Structures + Nondestructive Evaluation, 2023, Long Beach, California, United States, March 12-17, 2023. DOI : 10.1117/12.2658519.

Theses

Robust tunable acoustic impedance control on electroacoustic resonators for aircraft noise reduction

Volery, Maxime 

Lausanne, EPFL, 2023.  DOI : 10.5075/epfl-thesis-9833.

Probabilistic methods for neural combinatorial optimization

Karalias, Nikolaos 

Lausanne, EPFL, 2023.  DOI : 10.5075/epfl-thesis-10221.

Preprints

Parameter-Free Molecular Classification and Regression with Gzip

Weinreich, JanProbst, Daniel 

2023,  Working Papers

Molecular set representation learning

Boulougouri, MariaVandergheynst, PierreProbst, Daniel 

2023,  Working Papers

2022

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, AdamRamdya, 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, AndreasRosset, StephaneDefferrard, MichaelLoukas, AndreasBonet, JaumeVandergheynst, PierreCorreia, 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. DePerez, 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, StanislavHumbert, ThomasLissek, HervéAurégan, 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, XinxinVolery, MaximeLissek, 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, HelenaRicaud, BenjaminAspert, NicolasColbois, 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, NikolaosRobinson, JoshuaLoukas, AndreasJegelka, Stefanie 

2022.  NeurIPS 2022 36th Conference on Neural Information Processing Systems, New Orleans, Louisiana, United States, November 28-December 3, 2022.

SPECTRE: Spectral Conditioning Helps to Overcome the Expressivity Limits of One-shot Graph Generators

Martinkus, KarolisLoukas, AndreasPerraudin, NathanaelWattenhofer, Roger 

2022.  38th International Conference on Machine Learning (ICML), Baltimore, MD, Jul 17-23, 2022. DOI : WOS:000900064905013.

Generalised Implicit Neural Representations

Grattarola, DanieleVandergheynst, Pierre 

2022.  36th Conference on Neural Information Processing Systems (NeurIPS 2022), New Orleans, Louisiana, USA, November 28 - December 9, 2022. DOI : 2205.15674.

Propagation on Multi-relational Graphs for Node Regression

Bayram, Eda 

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.

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

Defferrard, Michaël 

Lausanne, EPFL, 2022.  DOI : 10.5075/epfl-thesis-7398.

Plasma-based Electroacoustic Actuator for Broadband Sound Absorption

Sergeev, Stanislav 

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, VincentPignard-Cheynel, NathalieLoubère, LucieRicaud, BenjaminAspert, 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, KevinDe Bono, EmanuelePerez, MatthiasSalze, EdouardMatten, GaëlGillet, MartinOuisse, MorvanVolery, MaximeLissek, HervéMardjono, JackyCollet, ManuelFromme, PaulSu, Zhongqing 

2021.  SPIE Smart Structures + Nondestructive Evaluation, 2021, online, March 22-26, 2021. DOI : 10.1117/12.2583099.

Business Entity Matching with Siamese Graph Convolutional Networks

Krivosheev, EvgenyAtzeni, MattiaMirylenka, KatsiarynaScotton, PaoloMiksovic, ChristophZorin, 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, RobertBhagat, SmritiGroth, PaulZitnik, MarinkaCouto, Francisco M.Lisena, PasqualeMerono-Penuela, AlbertZhao, XiangyuFan, WenqiYin, DaweiTang, JiliangShou, LinjunGong, MingPei, JianGeng, XiuboZhou, XingjieJiang, DaxinRicaud, BenjaminAspert, NicolasMiz, VolodymyrDy, JenniferIoannidis, StratisYildiz, IlkayRezapour, RezvanehAref, SaminDinh, LyDiesner, JanaDrutsa, AlexeyUstalov, DmitryPopov, NikitaBaidakova, DariaMishra, ShubhanshuGopalan, ArjunJuan, Da-ChengMagalhaes, Cesar IlharcoFerng, Chun-SungHeydon, AllanLu, Chun-TaPham, PhilipYu, GeorgeFan, YichengWang, YueqiLaurent, FlorianSchraner, YanickScheller, ChristianMohanty, SharadaChen, JiaweiWang, XiangFeng, FuliHe, XiangnanTeinemaa, IreneAlbert, JavierGoldenberg, DmitriVasile, FlavianRohde, DavidJeunen, OlivierBenhalloum, AmineSakhi, OtmaneRong, YuHuang, WenbingXu, TingyangBian, YataoCheng, HongSun, FuchunHuang, JunzhouFakhraei, ShobeirFaloutsos, ChristosCelebi, OnurMuller, MartinSchneider, ManuelAltunina, OlesiaWingerath, WolframWollmer, BenjaminGessert, FelixSucco, StephanRitter, NorbertCourdier, EvannAvram, Tudor MihaiCvetinovic, DraganTsinadze, LevanJose, JohnyHowell, RoseKoenig, MarioDefferrard, MichaelKenthapadi, KrishnaramPacker, BenSameki, MehrnooshSephus, Nashlie 

2021.  30th World Wide Web (WWW) Conference (WebConf), ELECTR NETWORK, Apr 19-23, 2021. DOI : 10.1145/3442442.3453701.

Partition and Code: learning how to compress graphs

Bouritsas, GiorgosLoukas, AndreasKaralias, NikolaosBronstein, Michael 

2021.  35th Conference on Neural Information Processing Systems (NeurIPS 2021)., [Virtual], December 6-14, 2021.

Text-based RL Agents with Commonsense Knowledge: New Challenges, Environments and Baselines

Murugesan, KeerthiramAtzeni, MattiaKapanipathi, PavanShukla, PushkarKumaravel, SadhanaTesauro, GeraldTalamadupula, KartikSachan, MrinmayaCampbell, 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.

Node Attribute Completion in Knowledge Graphs with Multi-Relational Propagation

Bayram, EdaWest, RobertGarcia 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, KeerthiramAtzeni, MattiaKapanipathi, PavanTalamadupula, KartikSachan, MrinmayaCampbell, 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.

Theses

Sound Field Reconstruction in a room through Sparse Recovery and its application in Room Modal Equalization

Pham, Vu Thach 

Lausanne, EPFL, 2021.  DOI : 10.5075/epfl-thesis-8394.

Other

Court-Circuit: Quartier mixte, autonome et émergent dans le Pays de Gex (Grand Genève)

Claus, Romain 

2021,  Student Projects

2020

Journal Papers

Connectome spectral analysis to track EEG task dynamics on a subsecond scale

Glomb, KatharinaQueralt, Joan RuePascucci, DavidDefferrard, MichaelTourbier, SebastienCarboni, MargheritaRubega, MariaVulliemoz, SergePlomp, GijsHagmann, 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

Shuman, David I. 

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, BenjaminAspert, NicolasMiz, Volodymyr 

Algorithms. 2020.  Vol. 13, p. 275. DOI : 10.3390/a13110275.

Development of a plasma electroacoustic actuator for active noise control applications

Sergeev, SLissek, HHowling, AFurno, IPlyushchev, GLeyland, 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

Pham Vu, ThachLissek, Hervé 

Acta Acustica. 2020.  Vol. 4, p. 5. DOI : 10.1051/aacus/2020006.

Improving sound absorption through nonlinear active electroacoustic resonators

Guo, XinxinFleury, RomainLissek, 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?

Loukas, Andreas 

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, VolodymyrHanna, JoëlleAspert, NicolasRicaud, BenjaminVandergheynst, 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-BaptisteLoukas, AndreasJaggi, Martin 

2020.  Eighth International Conference on Learning Representations - ICLR 2020, Addis Ababa, Ethiopia, April 26-30, 2020.

Graph Coarsening with Preserved Spectral Properties

Jin, YuLoukas, AndreasJaja, 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

Loukas, Andreas 

2020.  International Conference on Learning Representations, Addis Ababa, Ethiopia, April 26-30, 2020.

Theses

On Vacuous and Non-Vacuous Generalization Bounds for Deep Neural Networks.

Pitas, Konstantinos 

Lausanne, EPFL, 2020.  DOI : 10.5075/epfl-thesis-7437.

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.

Dynamic pattern recognition in large-scale graphs with applications to social networks

Miz, Volodymyr 

Lausanne, EPFL, 2020.  DOI : 10.5075/epfl-thesis-7633.

Sparse and Parametric Modeling with Applications to Acoustics and Audio

Peic Tukuljac, Helena 

Lausanne, EPFL, 2020.  DOI : 10.5075/epfl-thesis-7215.

Other

Probabilistic Deep Learning on Spheres for Weather/Climate Applications

Feng, Wentao 

2020,  Student Projects

Probabilistic Deep Learning on Spheres for Weather/Climate Applications

Haddad, Yann Yasser 

2020,  Student Projects

Musical Source Separation

Mocanu, Alexandru 

2020,  Student Projects

Social Network Architectures of Disinformation

Mekacher, Amin 

2020,  Student Projects

On the Experimental Transferability of Spectral Graph Convolutional Networks

Nilsson, Axel 

2020,  Student Projects

Geometric deep learning for medium-range weather prediction

Llorens Jover, Iciar 

2020,  Student Projects

Erdos Goes Neural: an Unsupervised Learning Framework for Combinatorial Optimization on Graphs

Karalias, NikolaosLoukas, Andreas 

2020.  NeurIPS 2020 34th Conference on Neural Information Processing Systems, Vancouver, Canada, December 6-12, 2020.

2019

Journal Papers

Active acoustic resonators with reconfigurable resonance frequency, absorption, and bandwidth

Koutserimpas, TheodorosRivet, EtienneLissek, HervéFleury, Romain 

Physical Review Applied. 2019.  Vol. 12, p. 054064. DOI : 10.1103/PhysRevApplied.12.054064.

Perception of Auditory Distance in Normal-Hearing and Moderate-to-Profound Hearing-Impaired Listeners

Courtois, GillesGrimaldi, VincentLissek, HervéEstoppey, PhilippeGeorganti, Eleftheria 

Trends in Hearing. 2019.  Vol. 23, p. 233121651988761. DOI : 10.1177/2331216519887615.

Broadband Nonreciprocal Acoustic Propagation Using Programmable Boundary Conditions: From Analytical Modeling to Experimental Implementation

Karkar, SamiDe Bono, EmanueleCollet, ManuelMatten, GaelOuisse, MorvanRivet, Etienne 

Physical Review Applied. 2019.  Vol. 12, p. 054033. DOI : 10.1103/PhysRevApplied.12.054033.

Forecasting Time Series With VARMA Recursions on Graphs

Isufi, ElvinLoukas, AndreasPerraudin, NathanaelLeus, Geert 

IEEE Transactions on Signal Processing. 2019.  Vol. 67, p. 4870 - 4885. DOI : 10.1109/TSP.2019.2929930.

Stationary time-vertex signal processing

Loukas, AndreasPerraudin, 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, BenjaminBorgnat, PierreTremblay, NicolasGoncalves, PauloVandergheynst, 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.

Graph Reduction with Spectral and Cut Guarantees

Loukas, Andreas 

Journal of Machine Learning Research. 2019.  Vol. 20, p. 1 - 42. DOI : WOS:000476625100001.

Acoustic Supercoupling in a Zero-Compressibility Waveguide

Esfahlani, H.Byrne, M. S.McDermott, M.Alu, A. 

Research. 2019.  Vol. 2019, p. 2457870. DOI : 10.34133/2019/2457870.

Conference Papers

Extrapolating Paths with Graph Neural Networks

Cordonnier, Jean-BaptisteLoukas, Andreas 

2019.  International Joint Conference on Artificial Intelligence, Macao, China, August 10-16, 2019.

Electroacoustic resonators: system identification and stability

de Bono, EmanueleCollet, ManuelKarkar, SamiMatten, GaëlLissek, HervéLaurence, 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, VincentLissek, HervéCourtois, GillesGeorganti, EleftheriaEstoppey, Philippe 

2019.  26th International Congress on Sound & Vibration - ICSV26, Montréal, Québec, Canada, July 7-11, 2019.

A Graph-structured Dataset for Wikipedia Research

Aspert, NicolasMiz, VolodymyrRicaud, BenjaminVandergheynst, 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.

Sound field reconstruction in a room using low-rank approximation of mode shapes: validation and application

Thach Pham VuLissek, Hervé 

2019.  The 26th International Congress on Sound and Vibration - ICSV26, Montréal, Québec, Canada, July 7-11, 2019.

Fully symmetrical single-suspension electrodynamic loudspeaker using a Halbach array

Laurence, ThomasLissek, Hervé 

2019.  The 26th International Congress on Sound and Vibration - ICSV26, Montréal, Québec, Canada, July 7-11, 2019.

Wave-conversion active liner based on generalized Snell-Descartes law

Thomas, LaurenceLissek, Hervé 

2019.  The 26th International Congress on Sound and Vibration - ICSV26, Montréal, Québec, Canada, July 7-11, 2019.

Anomaly detection in the dynamics of web and social networks

Miz, VolodymyrRicaud, BenjaminBenzi, KirellVandergheynst, Pierre 

2019.  The Web Conference 2019, San Francisco, California, USA, May 13-17, 2019. DOI : 10.1145/3308558.3313541.

Tensor Robust Pca On Graphs

Shahid, NaumanGrassi, FrancescoVandergheynst, Pierre 

2019.  44th IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Brighton, ENGLAND, May 12-17, 2019. DOI : 10.1109/ICASSP.2019.8682990.

A Sparsity Measure For Echo Density Growth In General Environments

Tukuljac, Helena PeicPulkki, VilleGamper, HannesGodin, KeithTashev, Ivan J.Raghuvanshi, Nikunj 

2019.  44th IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Brighton, ENGLAND, May 12-17, 2019. DOI : 10.1109/ICASSP.2019.8682878.

Other

Spherical Convolutionnal Neural Networks: Empirical Analysis of SCNNs

Gusset, Frédérick 

2019,  Student Projects

Exploiting symmetries (in images) with graph neural networks

Gallay, Charles 

2019,  Student Projects

Evaluation subjective d’un algorithme de spatialisation binaurale pour aides auditives par des sujets normo-entendants et malentendants

Courtois, Gilles AndréLissek, HervéEstoppey, PhilippeOesch, YvesGigandet, Xavier 

2019.  14ème Congrès Français d'Acoustique (CFA 2018), Le Havre, France, April 23-27, 2018.

Learning Representations of Source Code from Structure and Context

Bourgeois, Dylan 

2019,  Student Projects

Graph Laplacians for Rotation Equivariant Convolutional Neural Networks

Milani, Martino 

2019,  Student Projects

2018

Journal Papers

A real-time optimal inverse planning for Gamma Knife radiosurgery by convex optimization: description of the system and first dosimetry data

Levivier, MarcCarrillo, Rafael E.Charrier, RemiMartin, AndreThiran, Jean-Philippe 

Journal Of Neurosurgery. 2018.  Vol. 129, p. 111 - 117. DOI : 10.3171/2018.7.GKS181572.

Designing Gabor windows using convex optimization

Perraudin, NathanaelHolighaus, NickiSondergaard, Peter L.Balazs, Peter 

Applied Mathematics And Computation. 2018.  Vol. 330, p. 266 - 287. DOI : 10.1016/j.amc.2018.01.035.

Constant-pressure sound waves in non-Hermitian disordered media

Rivet, EtienneBrandstötter, AndreMakris, Konstantinos G.Lissek, HervéRotter, StefanFleury, Romain 

Nature Physics. 2018.  Vol. 14, p. 942 - 947. DOI : 10.1038/s41567-018-0188-7.

Inpainting of Long Audio Segments With Similarity Graphs

Perraudin, NathanaelHolighaus, NickiMajdak, PiotrBalazs, Peter 

Ieee-Acm Transactions On Audio Speech And Language Processing. 2018.  Vol. 26, p. 1079 - 1090. DOI : 10.1109/TASLP.2018.2809864.

Conference Papers

Spectrally approximating large graphs with smaller graphs

Loukas, AndreasVandergheynst, Pierre 

2018.  International Conference in Machine Learning (ICML), Stockholmsmässan, Sweden, July 10-15, 2018.

Other

Development of a wideband steerable acoustic metasurface composed of active electroacoustic resonators with COMSOL

Lissek, HervéRivet, EtienneLaurence, ThomasFleury, Romain 

2018.  COMSOL Conference 2018, Lausanne, Switzerland, October 22-24, 2018.

Deep learning on graph for semantic segmentation of point cloud

Cherqui, Alexandre 

2018,  Student Projects