Benoit Gaüzère

Publications

Article dans une revue (16)

Graph Neural Networks with maximal independent set-based pooling: Mitigating over-smoothing and over-squashing Stevan Stanovic,Benoit Gaüzère,Luc Brun Pattern Recognition Letters, 2025, 187, pp.14-20. ⟨10.1016/j.patrec.2024.11.004⟩ Article dans une revue hal-04848262v1
Pre-image Free Graph Machine Learning with Normalizing Flows Clément Glédel,Benoit Gaüzère,Paul Honeine Pattern Recognition Letters, 2025, 190, pp.45-51. ⟨10.1016/j.patrec.2025.02.005⟩ Article dans une revue hal-04936630v1
Predicting redox potentials by graph‐based machine learning methods Linlin Jia,Éric Brémond,Larissa Zaida,Benoit Gaüzère,Vincent Tognettiet al. Journal of Computational Chemistry, 2024, 45 (28), pp.2383 - 2396. ⟨10.1002/jcc.27380⟩ Article dans une revue hal-05281754v1
Detecting dynamic patterns in dynamic graphs using subgraph isomorphism Kamaldeep Singh Oberoi,Géraldine Del Mondo,Benoit Gaüzère,Yohan Dupuis,Pascal Vasseur Pattern Analysis and Applications, 2023, 26 (3), pp.1205-1221. ⟨10.1007/s10044-023-01145-z⟩ Article dans une revue hal-04011116v1
Graph kernels based on linear patterns: Theoretical and experimental comparisons Linlin Jia,Benoit Gaüzère,Paul Honeine Expert Systems with Applications, 2022, 189, pp.116095. ⟨10.1016/j.eswa.2021.116095⟩ Article dans une revue hal-03410508v1
A Study On The Stability of Graph Edit Distance Heuristics Linlin Jia,Vincent Tognetti,Laurent Joubert,Benoit Gaüzère,Paul Honeine Electronics, 2022, 11 (20), pp.3312. ⟨10.3390/electronics11203312⟩ Article dans une revue hal-03816056v1
Symbols Detection and Classification using Graph Neural Networks Guillaume Renton,Muhammet Balcilar,Pierre Héroux,Benoit Gaüzère,Paul Honeineet al. Pattern Recognition Letters, 2021, ⟨10.1016/j.patrec.2021.09.020⟩ Article dans une revue hal-03410511v1
graphkit-learn : a Python Library for Graph Kernels Based on Linear Patterns Linlin Jia,Benoit Gaüzère,Paul Honeine Pattern Recognition Letters, 2021, 143, pp.113-121. ⟨10.1016/j.patrec.2021.01.003⟩ Article dans une revue hal-03111016v1
Scalable generalized median graph estimation and its manifold use in bioinformatics, clustering, classification, and indexing David Blumenthal,Nicolas Boria,Sébastien Bougleux,Luc Brun,Johann Gamperet al. Information Systems, 2021, 100, pp.101766. ⟨10.1016/j.is.2021.101766⟩ Article dans une revue hal-03195247v1
Predicting experimental electrophilicities from quantum and topological descriptors: A machine learning approach Guillaume Hoffmann,Muhammet Balcilar,Vincent Tognetti,Pierre Héroux,Benoît Gaüzèreet al. Journal of Computational Chemistry, 2020, 41 (24), pp.2124-2136. ⟨10.1002/jcc.26376⟩ Article dans une revue hal-05281765v1
Fast linear sum assignment with error-correction and no cost constraints Sébastien Bougleux,Benoit Gaüzère,David Blumenthal,Luc Brun Pattern Recognition Letters, 2018, ⟨10.1016/j.patrec.2018.03.032⟩ Article dans une revue hal-02110718v1
Graph edit distance as a quadratic assignment problem Sébastien Bougleux,Luc Brun,Vincenzo Carletti,Pasquale Foggia,Benoit Gaüzèreet al. Pattern Recognition Letters, 2017, 87, pp.38 - 46. ⟨10.1016/j.patrec.2016.10.001⟩ Article dans une revue hal-01613964v1
Graph edit distance contest: Results and future challenges Zeina Abu-Aisheh,Benoit Gaüzère,Sébastien Bougleux,Jean-Yves Ramel,Luc Brunet al. Pattern Recognition Letters, 2017, 100, pp.96-103. ⟨10.1016/j.patrec.2017.10.007⟩ Article dans une revue hal-01624592v1
Treelet kernel incorporating cyclic, stereo and inter pattern information in Chemoinformatics Benoit Gaüzère,Pierre-Anthony Grenier,Luc Brun,Didier Villemin Pattern Recognition, 2014, 30 p. ⟨10.1016/j.patcog.2014.07.029⟩ Article dans une revue hal-01066295v1
Noyau de Treelets appliqué aux graphes étiquetés et aux graphes de cycles Benoit Gaüzère,Luc Brun,Didier Villemin Revue des Sciences et Technologies de l'Information - Série RIA : Revue d'Intelligence Artificielle, 2013, 27 (1), pp.121-144. ⟨10.3166/ria.27.121-144⟩ Article dans une revue hal-00847279v1
Two New Graphs Kernels in Chemoinformatics Benoit Gaüzère,Luc Brun,Didier Villemin Pattern Recognition Letters, 2012, 33 (15), pp.2038-2047 Article dans une revue hal-00773283v1

Communication dans un congrès (42)

Insights on Using Graph Neural Networks for Sulcal Graphs Predictive Models Alexis Imbert,Benoit Gaüzère,Sylvain Takerkart,Guillaume Auzias,Paul Honeine 14th IAPR-TC-15 International Workshop on Graph-Based Representations in Pattern Recognition (GbRPR 2025), Jun 2025, Caen, France. pp.79-89, ⟨10.1007/978-3-031-94139-9_8⟩ Communication dans un congrès hal-05271182v1
Towards Spatio Temporal Graph Representations for Historical Spatial Data Anne-Pauline Couteaud,Géraldine Del Mondo,Benoit Gaüzère,Florent Hautefeuille,Clément Chatelain 16th international conference on spatial information theory, Sep 2024, Quebec (Canada), France. ⟨10.5281/zenodo.14713998⟩ Communication dans un congrès hal-05273633v1
A Differentiable Approximation of the Graph Edit Distance Julia Wallnig,Luc Brun,Benoit Gaüzère,Sébastien Bougleux,Florian Ygeret al. Statistical Techniques in Pattern Recognition and Structural and Syntactic Pattern Recognition S+SSPR, Andrea Torsello; Luca Rossi; Filippo Bergamasco; Luca Cosmo, Sep 2024, Venise (IT), Italy Communication dans un congrès hal-04740015v1
Maximal Independent Sets for Pooling in Graph Neural Networks Stevan Stanovic,Benoit Gaüzère,Luc Brun 13th IAPR-TC15 International Workshop on Graph-Based Representations in Pattern Recognition (GbR 2023), Sep 2023, Vietri Sul Mare, Italy. ⟨10.1007/978-3-031-42795-4_11⟩ Communication dans un congrès hal-04160860v1
Bridging Distinct Spaces in Graph-based Machine Learning Linlin Jia,Xiao Ning,Benoit Gaüzère,Paul Honeine,Kaspar Riesen 7th Asian Conference on Pattern Recognition (ACPR2023), Nov 2023, Kitakyushu, Japan. ⟨10.1007/978-3-031-47637-2_1⟩ Communication dans un congrès hal-04194644v2
Graph Normalizing Flows to Pre-image Free Machine Learning for Regression Clément Glédel,Benoît Gaüzère,Paul Honeine 13th IAPR-TC15 International Workshop on Graph-Based Representations in Pattern Recognition, Sep 2023, Salerno, Italy. ⟨10.1007/978-3-031-42795-4_9⟩ Communication dans un congrès hal-04189301v1
Normalizing Flows pour éviter le problème de pré-image Clément Glédel,Benoît Gaüzère,Paul Honeine GRETSI'23 : XXIXème Colloque Francophone de Traitement du Signal et des Images, Aug 2023, Grenoble, France Communication dans un congrès hal-04189355v1
Ensemble de sommets indépendant maximal appliqué au pooling sur graphes Stevan Stanovic,Benoit Gaüzère,Luc Brun Congrès Reconnaissance des Formes, Image, Apprentissage et Perception ( RFIAP), Jul 2022, VANNES, France Communication dans un congrès hal-03696263v1
Normalizing Flow appliqué aux problèmes de pré-image de noyau Clément Glédel,Benoit Gaüzère,Paul Honeine 24-ème Conférence d’Apprentissage automatique (CAp), Jul 2022, Vannes, France. pp.1-10 Communication dans un congrès hal-03749104v1
A differentiable approximation for the Linear Sum Assignment Problem with Edition Luc Brun,Benoît Gaüzère,Guillaume Renton,Sébastien Bougleux,Florian Yger 26th International Conference on Pattern Recognition, Aug 2022, Montréal, Canada Communication dans un congrès hal-03768664v1
Maximal Independent Vertex Set applied to Graph Pooling Stevan Stanovic,Benoit Gaüzère,Luc Brun Structural and Syntactic Pattern Recognition (SSPR), Aug 2022, Montréal, Canada Communication dans un congrès hal-03739114v1
A Metric Learning Approach to Graph Edit Costs for Regression Linlin Jia,Benoit Gaüzère,Florian Yger,Paul Honeine Proceedings of IAPR Joint International Workshops on Statistical techniques in Pattern Recognition (SPR 2020) and Structural and Syntactic Pattern Recognition (SSPR 2020), Jan 2021, Venise, Italy. ⟨10.1007/978-3-030-73973-7_23⟩ Communication dans un congrès hal-03128664v1
Analyzing the Expressive Power of Graph Neural Networks in a Spectral Perspective Muhammet Balcilar,Renton Guillaume,Pierre Héroux,Benoit Gaüzère,Sébastien Adamet al. Proceedings of the International Conference on Learning Representations (ICLR), May 2021, Vienna, Austria Communication dans un congrès hal-03135633v1
Breaking the Limits of Message Passing Graph Neural Networks Muhammet Balcilar,Pierre Héroux,Benoit Gaüzère,Pascal Vasseur,Sébastien Adamet al. Proceedings of the 38th International Conference on Machine Learning (ICML), Jul 2021, Vienna, Austria. pp.599-608 Communication dans un congrès hal-03410699v1
A Graph Pre-image Method Based on Graph Edit Distances Linlin Jia,Benoit Gaüzère,Paul Honeine Proceedings of IAPR Joint International Workshops on Statistical techniques in Pattern Recognition (SPR 2020) and Structural and Syntactic Pattern Recognition (SSPR 2020)., Jan 2021, Venise, Italy. ⟨10.1007/978-3-030-73973-7_21⟩ Communication dans un congrès hal-03128660v2
When Spectral Domain Meets Spatial Domain in Graph Neural Networks Muhammet Balcilar,Guillaume Renton,Héroux Pierre,Benoît Gaüzère,Sébastien Adamet al. Thirty-seventh International Conference on Machine Learning (ICML 2020) - Workshop on Graph Representation Learning and Beyond (GRL+ 2020), Jul 2020, Vienna, Austria Communication dans un congrès hal-03088374v1
Spectral-designed depthwise separable graph neural networks Muhammet Balcilar,Guillaume Renton,Pierre Héroux,Benoit Gaüzère,Sébastien Adamet al. Proceedings of Thirty-seventh International Conference on Machine Learning (ICML 2020) - Workshop on Graph Representation Learning and Beyond (GRL+ 2020), Jul 2020, Vienna, Austria Communication dans un congrès hal-03088372v1
Graph Neural Network for Symbol Detection on Document Images Guillaume Renton,Pierre Héroux,Sébastien Adam,Benoit Gaüzère 13th IAPR International Workshop on Graphics Recognition, Sep 2019, Sydney, Australia Communication dans un congrès hal-02490877v1
Generalized Median Graph via Iterative Alternate Minimizations Nicolas Boria,Sébastien Bougleux,Benoit Gaüzère,Luc Brun IAPR International workshop on Graph-Based Representation in Pattern Recognition, Donatello Conte, Jean-Yves Ramel,, Jun 2019, Tours, France. pp.99-109, ⟨10.1007/978-3-030-20081-7_10⟩ Communication dans un congrès hal-02162838v1
Approximate Graph Edit Distance by Several Local Searches in Parallel Évariste Daller,Sébastien Bougleux,Benoit Gaüzère,Luc Brun 7th International Conference on Pattern Recognition Applications and Methods, Jan 2018, Funchal, Madeira, Portugal Communication dans un congrès hal-01664529v1
Apprentissage profond pour l'approximation d'une distance d'édition entre graphes Guillaume Renton,Benoît Gaüzère,Pierre Héroux,Sébastien Adam Conférence sur l'Apprentissage Automatique, Jun 2018, Rouen, France Communication dans un congrès hal-02057866v1
A Hungarian Algorithm for Error-Correcting Graph Matching Sébastien Bougleux,Benoit Gaüzère,Luc Brun 11th IAPR-TC-15 International Workshop on Graph-Based Representation in Pattern Recognition (GbRPR 2017), Pasquale Foggia, May 2017, AnaCapri, Italy. pp.118-127, ⟨10.1007/978-3-319-58961-9_11⟩ Communication dans un congrès hal-01540920v1
Approximating Graph Edit Distance using GNCCP Benoît Gaüzère,Sébastien Bougleux,Luc Brun Structural, Syntactic, and Statistical Pattern Recognition, Nov 2016, Mérida, Mexico. pp.496--506 Communication dans un congrès hal-01418936v1
Graph Edit Distance as a Quadratic Program Sébastien Bougleux,Benoit Gaüzère,Luc Brun ICPR 2016 23rd International Conference on Pattern Recognition, Dec 2016, Cancun, Mexico Communication dans un congrès hal-01418937v1
Appariement d’ensembles avec édition : Application à la distance d’édition bipartie entre graphes Sébastien Bougleux,Benoit Gaüzère,Luc Brun 20ème Congrès National sur la Reconnaissance des Formes et l'Intelligence Artificielle, Jun 2016, Clermont Ferrand, France Communication dans un congrès hal-01613979v1
Semantic Web Technologies for Object Tracking and Video Analytics Benoit Gaüzère,Claudia Greco,Pierluigi Ritrovato,Alessia Saggese,Mario Vento Advances in Visual Computing, 2015, Las Vegas, United States. pp.574-585 Communication dans un congrès hal-02128521v1
Approximate Graph Edit Distance Computation Combining Bipartite Matching and Exact Neighborhood Substructure Distance Vincenzo Carletti,Benoit Gaüzère,Luc Brun,Mario Vento Graph-Based Representation in Pattern Recognition, Cheng-Lin Liu ; Bin Luo; Walter G. Kropatsch; Jian Cheng, May 2015, Bejing, China. pp.188 - 197, ⟨10.1007/978-3-319-18224-7_19⟩ Communication dans un congrès hal-01389626v1
Human Tracking Using a Top-Down and Knowledge Based Approach Benoit Gaüzère,Pierluigi Ritrovato,Alessia Saggese,Mario Vento International Conference on Image Analysis and Processing, 2015, Genova, France. pp.257-267 Communication dans un congrès hal-02128516v1
Human action recognition using an improved string edit distance Pasquale Foggia,Benoit Gaüzère,Alessia Saggese,Mario Vento 2015 12th IEEE International Conference on Advanced Video and Signal Based Surveillance (AVSS), Aug 2015, Karlsruhe, Germany. pp.1-6 Communication dans un congrès hal-02128518v1
Graph kernel encoding substituents' relative positioning Benoit Gaüzère,Luc Brun,Didier Villemin International Conference on Pattern Recognition (ICPR), Aug 2014, Stockholm, Sweden. 6 p Communication dans un congrès hal-01066389v1
Approximate Graph Edit Distance Guided by Bipartite Matching of Bags of Walks Benoit Gaüzère,Sébastien Bougleux,Kaspar Riesen,Luc Brun Structural, Syntactic, and Statistical Pattern Recognition (S+SSPR),, Aug 2014, Joensuu, Finland. pp.73-82 Communication dans un congrès hal-01066384v1
Représentation des cycles d'une molécule sous forme d'hypergraphe Benoit Gaüzère,Luc Brun,Didier Villemin Reconnaissance de Formes et Intelligence Artificielle (RFIA) 2014, Jun 2014, Rouen, France Communication dans un congrès hal-00989071v1
A Comparison of Explicit and Implicit Graph Embedding Methods for Pattern Recognition Donatello Conte,Jean-Yves Ramel,Nicolas Sidère,Muhammad Muzzamil Luqman,Benoit Gaüzèreet al. 9th IAPR - TC 15 workshop on Graph Based Repesentations in Pattern Recognition, May 2013, Vienne, Austria. pp.81 Communication dans un congrès hal-00829226v1
Relevant Cycle Hypergraph Representation for Molecules Benoit Gaüzère,Luc Brun,Didier Villemin 9th IAPR-TC-15 Graph-Based Representations in Pattern Recognition, May 2013, Austria. pp.111 Communication dans un congrès hal-00829227v1
A new hypergraph molecular representation Benoit Gaüzère,Luc Brun,Didier Villemin 6 ièmes Journées de la Chémoinformatique., Oct 2013, Nancy, France. pp.1 Communication dans un congrès hal-00867298v1
Noyau de Treelets Appliqué aux Graphes Étiquetés Benoit Gaüzère,Luc Brun,Didier Villemin RFIA 2012 (Reconnaissance des Formes et Intelligence Artificielle), Jan 2012, Lyon, France. pp.978-2-9539515-2-3 Communication dans un congrès hal-00656519v1
Graph Kernels: Crossing Information from Different Patterns using Graph Edit Distance Benoit Gaüzère,Luc Brun,Didier Villemin Joint IAPR International Workshop, SSPR & SPR 2012, Nov 2012, Hiroshima, Japan. pp.42-50, ⟨10.1007/978-3-642-34166-3_5⟩ Communication dans un congrès hal-00768658v1
Graph Kernels Based on Relevant Patterns and Cycle Information for Chemoinformatics Benoit Gaüzère,Luc Brun,Didier Villemin,Myriam Mokhtari International Conference on Pattern Recognition (ICPR) 2012, Nov 2012, Tsukuba, Japan. pp.000-0000 Communication dans un congrès hal-00768652v1
Shape Similarity based on Combinatorial Maps and a Tree Pattern Kernel Luc Brun,Sébastien Bougleux,François-Xavier Dupé,Benoit Gaüzère,Myriam Mokhtari 21st International Conference on Pattern Recognition, Nov 2012, Tsukuba, Japan. pp.000-0000 Communication dans un congrès hal-00768662v1
Implicit and Explicit Graph Embedding: Comparison of both Approaches on Chemoinformatics Applications Benoit Gaüzère,Hasegawa Makoto,Luc Brun,Salvatore Tabbone Joint IAPR International Workshop, SSPR & SPR 2012, Nov 2012, Hiroshima, Japan. pp.510-518, ⟨10.1007/978-3-642-34166-3_56⟩ Communication dans un congrès hal-00768654v1
Two New Graph Kernels and Applications to Chemoinformatics Benoit Gaüzère,Luc Brun,Didier Villemin 8th IAPR-TC15 International Workshop, May 2011, Münster, Germany. pp.112, ⟨10.1007/978-3-642-20844-7⟩ Communication dans un congrès hal-00596506v1
Deux nouveaux noyaux sur graphes et leurs applications en chimioinformatique Benoit Gaüzère,Luc Brun,Didier Villemin CAp 2011 --- Conférence Francophone d'Apprentissage 2011, May 2011, Chambéry, France. pp.AGS 5 Communication dans un congrès hal-00596513v1

Chapitre d'ouvrage (2)

Graph kernels in chemoinformatics Benoit Gaüzère,Luc Brun,Didier Villemin Matthias Dehmer and Frank Emmert-Streib. Quantitative Graph Theory Mathematical Foundations and Applications, CRC Press, pp.425-470, 2015, 978-1-4665-8451-8 Chapitre d'ouvrage hal-01201933v1
Graph Kernels in chemoinformatics Benoit Gaüzère,Luc Brun,Didier Villemin Matthias Dehmer and Frank Emmert-Streib. Quantitative Graph Theory: Mathematical Foundations and Applications, Taylor & Francis Group, 2014, 978-1-4665-8451-8 Chapitre d'ouvrage hal-01921549v1

Pré-publication, Document de travail (2)

Bridging the Gap Between Spectral and Spatial Domains in Graph Neural Networks Muhammet Balcilar,Guillaume Renton,Pierre Héroux,Benoît Gaüzère,Sébastien Adamet al. 2020 Pré-publication, Document de travail hal-02515637v1
Graph Kernels Based on Linear Patterns: Theoretical and Experimental Comparisons Linlin Jia,Benoit Gaüzère,Paul Honeine 2019 Pré-publication, Document de travail hal-02053946v1

Rapport (3)

A new Sinkhorn algorithm with Deletion and Insertion operations Luc Brun,Benoit Gaüzère,Sébastien Bougleux,Florian Yger [Research Report] GREYC, UMR 6072. 2021 Rapport (rapport de recherche) hal-03454896v2
A Quadratic Assignment Formulation of the Graph Edit Distance Sébastien Bougleux,Luc Brun,Vincenzo Carletti,Pasquale Foggia,Benoit Gaüzèreet al. [Research Report] Normandie Université; GREYC CNRS UMR 6072; LITIS. 2015 Rapport (rapport de recherche) hal-01246709v1
Relationships between Graph Edit Distance and Maximal Common Unlabeled Subgraph Luc Brun,Benoit Gaüzère,Sébastien Fourey 2012 Rapport hal-00714879v4

Thèse (1)

Application des méthodes à noyaux sur graphes pour la prédiction des propriétés des molécules. Benoit Gaüzère Chemo-informatique. Université de Caen, 2013. Français. ⟨NNT : ⟩ Thèse tel-00933187v1