Marc Tommasi

Marc Tommasi Professeur des universités en informatique, université de Lille
78
Documents
Affiliation actuelle
  • Machine Learning in Information Networks (MAGNET)
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Contact

Présentation

Professeur en informatique à l'université de Lille. Je suis membre du laboratoire CRIStAL . Je dirige l'équipe Magnet..

Depuis 2015, mes recherches portent sur l'apprentissage automatique et les réseaux d'information, ainsi que sur l'apprentissage décentralisé et l'apprentissage automatique préservant la confidentialité. Auparavant, j'ai travaillé principalement sur les automates d'arbres et les contraintes entre 1990 et 2000, puis sur la classification, l'apprentissage automatique et l'extraction de données et d'informations structurées (2000-2015).

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Publications

Differentially private speaker anonymization

Ali Shahin Shamsabadi , Brij Mohan Lal Srivastava , Aurélien Bellet , Nathalie Vauquier , Emmanuel Vincent et al.

Proceedings on Privacy Enhancing Technologies, 2023, 2023 (1), ⟨10.48550/arXiv.2202.11823⟩

Article dans une revue hal-03588932v1
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Privacy and utility of x-vector based speaker anonymization

Brij Mohan Lal Srivastava , Mohamed Maouche , Md Sahidullah , Emmanuel Vincent , Aurélien Bellet et al.

IEEE/ACM Transactions on Audio, Speech and Language Processing, 2022, ⟨10.1109/TASLP.2022.3190741⟩

Article dans une revue hal-03197376v3
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Collaborative Algorithms for Online Personalized Mean Estimation

Mahsa Asadi , Aurélien Bellet , Odalric-Ambrym Maillard , Marc Tommasi

Transactions on Machine Learning Research Journal, 2022

Article dans une revue hal-03905917v1

Enabling voice-based apps with European values

Akira Campbell , Thomas Kleinbauer , Marc Tommasi , Emmanuel Vincent

ERCIM News, 2021, 126, pp.38-39

Article dans une revue hal-03476390v1
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Skill Rating for Multiplayer Games Introducing Hypernode Graphs and their Spectral Theory

Thomas Ricatte , Rémi Gilleron , Marc Tommasi

Journal of Machine Learning Research, 2020, 21, pp.1 - 18

Article dans une revue hal-02566930v1

Whole-brain high-resolution structural connectome: inter-subject validation and application to the anatomical segmentation of the striatum

Pierre Besson , Nicolas Carrière , Sarah Kathleen Bandt , Marc Tommasi , Xavier Leclerc et al.

Brain Topography: a Journal of Cerebral Function and Dynamics, 2017, 30 (3), pp.291-302. ⟨10.1007/s10548-017-0548-0⟩

Article dans une revue hal-01657960v1

Réduction de la non-linéarité des morphismes d'arbres Recognizable tree-languages and non-linear morphisms

Max Dauchet , Sophie Tison , Marc Tommasi

Theoretical Computer Science, 2002, 281 (1-2), pp.219-233. ⟨10.1016/S0304-3975(02)00014-2⟩

Article dans une revue hal-02193763v1

Grid structures and undecidable constraint theories

Franck Seynhaeve , Sophie Tison , Marc Tommasi , Ralf Treinen

Theoretical Computer Science, 2001, 258 (1-2), pp.453-490. ⟨10.1016/S0304-3975(00)00032-3⟩

Article dans une revue hal-02193758v1

Set constraints and automata

Rémi Gilleron , Sophie Tison , Marc Tommasi

Information and Computation, 1999, 149 (1), pp.1--41

Article dans une revue inria-00538886v1

Tau-Eval: A Unified Evaluation Framework for Useful and Private Text Anonymization

Gabriel Loiseau , Damien Sileo , Damien Riquet , Maxime Meyer , Marc Tommasi

Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: System Demonstrations, Nov 2025, Suzhou, France. pp.216-227, ⟨10.18653/v1/2025.emnlp-demos.16⟩

Communication dans un congrès hal-05300069v1
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TAMIS: Tailored Membership Inference Attacks on Synthetic Data

Paul Andrey , Batiste Le Bars , Marc Tommasi

ECML PKDD 2025 - European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, Sep 2025, Porto (Portugal), Portugal. pp.203-220, ⟨10.1007/978-3-032-06096-9_12⟩

Communication dans un congrès hal-05360487v1
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Exploiting Context-dependent Duration Features for Voice Anonymization Attack Systems

Natalia Tomashenko , Emmanuel Vincent , Marc Tommasi

Interspeech 2025, Aug 2025, Rotterdam, Netherlands

Communication dans un congrès hal-05099074v1
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Privacy Amplification Through Synthetic Data: Insights from Linear Regression

Clément Pierquin , Aurélien Bellet , Marc Tommasi , Matthieu Boussard

ICML 2025 - 42nd International Conference on Machine Learning, 2025, Vancouver, Canada. ⟨10.48550/arXiv.2506.05101⟩

Communication dans un congrès hal-05237878v1
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Analysis of Speech Temporal Dynamics in the Context of Speaker Verification and Voice Anonymization

Natalia Tomashenko , Emmanuel Vincent , Marc Tommasi

2025 IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2025), Apr 2025, Hyderabad, India. ⟨10.1109/ICASSP49660.2025.10887896⟩

Communication dans un congrès hal-04853872v1

TAROT: Task-Oriented Authorship Obfuscation Using Policy Optimization Methods

Gabriel Loiseau , Damien Sileo , Damien Riquet , Maxime Meyer , Marc Tommasi

Proceedings of the Sixth Workshop on Privacy in Natural Language Processing, Apr 2025, Albuquerque, United States. pp.14-31, ⟨10.18653/v1/2025.privatenlp-main.2⟩

Communication dans un congrès hal-05299966v1
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Rényi Pufferfish Privacy: General Additive Noise Mechanisms and Privacy Amplification by Iteration via Shift Reduction Lemmas

Clément Pierquin , Aurélien Bellet , Marc Tommasi , Matthieu Boussard

International Conference on Machine Learning (ICML 2024), 2024, Vienna (Austria), Austria

Communication dans un congrès hal-04363020v2
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Improved Stability and Generalization Guarantees of the Decentralized SGD Algorithm

Batiste Le Bars , Aurélien Bellet , Marc Tommasi , Kevin Scaman , Giovanni Neglia

ICML 2024 - The Forty-first International Conference on Machine Learning, Jul 2024, Vienne, Austria

Communication dans un congrès hal-04611418v1
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Refined Convergence and Topology Learning for Decentralized SGD with Heterogeneous Data

Batiste Le Bars , Aurélien Bellet , Marc Tommasi , Erick Lavoie , Anne-Marie Kermarrec

Proceedings of The 26th International Conference on Artificial Intelligence and Statistics (AISTATS 2023), 2023, Valencia, Spain, Spain

Communication dans un congrès hal-03905091v2
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High-Dimensional Private Empirical Risk Minimization by Greedy Coordinate Descent

Paul Mangold , Aurélien Bellet , Joseph Salmon , Marc Tommasi

AISTATS 2023 - International Conference on Artificial Intelligence and Statistics, Apr 2023, Valencia, Spain. pp.4894-4916

Communication dans un congrès hal-03714465v3
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Differential Privacy has Bounded Impact on Fairness in Classification

Paul Mangold , Michaël Perrot , Aurélien Bellet , Marc Tommasi

International Conference on Machine Learning, Jul 2023, Honolulu, United States

Communication dans un congrès hal-03902203v2
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Extraction d'informations liées au locuteur depuis un modèle acoustique personnalisé

Salima Mdhaffar , Jean-François A Bonastre , Marc Tommasi , Natalia Tomashenko , Yannick Estève

JEP 2022, Jun 2022, île de Noirmoutier, France

Communication dans un congrès hal-03706944v1

FLamby: Datasets and Benchmarks for Cross-Silo Federated Learning in Realistic Healthcare Settings

Jean Ogier Du Terrail , Samy-Safwan Ayed , Edwige Cyffers , Felix Grimberg , Chaoyang He et al.

NeurIPS 2022 - Thirty-sixth Conference on Neural Information Processing Systems, Nov 2022, New Orleans, United States

Communication dans un congrès hal-03900026v1
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Differentially Private Coordinate Descent for Composite Empirical Risk Minimization

Paul Mangold , Aurélien Bellet , Joseph Salmon , Marc Tommasi

ICML 2022 - 39th International Conference on Machine Learning, Jul 2022, Baltimore, United States. pp.14948-14978

Communication dans un congrès hal-03424974v3
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Enhancing speech privacy with slicing

Mohamed Maouche , Brij Mohan Lal Srivastava , Nathalie Vauquier , Aurélien Bellet , Marc Tommasi et al.

Interspeech 2022 - Human and Humanizing Speech Technology, Sep 2022, Incheon, South Korea

Communication dans un congrès hal-03369137v2
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Retrieving Speaker Information from Personalized Acoustic Models for Speech Recognition

Salima Mdhaffar , Jean-François Bonastre , Marc Tommasi , Natalia Tomashenko , Yannick Estève

IEEE ICASSP 2022, 2022, Singapour, Singapore

Communication dans un congrès hal-03539741v1
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On speaker verification from the neural network footprint of personalized acoustic models

Natalia Tomashenko , Salima Mdhaffar , Marc Tommasi , Yannick Estève , Jean-François Bonastre

Journées d'Études sur la Parole - JEP2022, Jun 2022, Île de Noirmoutier, France

Communication dans un congrès hal-03626964v1
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Privacy attacks for automatic speech recognition acoustic models in a federated learning framework

Natalia Tomashenko , Salima Mdhaffar , Marc Tommasi , Yannick Estève , Jean-François Bonastre

ICASSP 2022, 2022, Singapour, Singapore

Communication dans un congrès hal-03539742v2
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Study on Acoustic Model Personalization in a Context of Collaborative Learning Constrained by Privacy Preservation

Salima Mdhaffar , Marc Tommasi , Yannick Estève

SPECOM 2021 - 23rd International Conference on Speech and Computer, Sep 2021, St Petersburg, Russia. pp.426 - 436, ⟨10.1007/978-3-030-87802-3_39⟩

Communication dans un congrès hal-03369206v1
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A comparative study of speech anonymization metrics

Mohamed Maouche , Brij Mohan Lal Srivastava , Nathalie Vauquier , Aurélien Bellet , Marc Tommasi et al.

INTERSPEECH 2020, Oct 2020, Shanghai, China

Communication dans un congrès hal-02907918v1
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Design Choices for X-vector Based Speaker Anonymization

Brij Mohan Lal Srivastava , Natalia Tomashenko , Xin Wang , Emmanuel Vincent , Junichi Yamagishi et al.

INTERSPEECH 2020, International Speech Communication Association (ISCA), Oct 2020, Shanghai, China

Communication dans un congrès hal-02610447v2
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Evaluating Voice Conversion-based Privacy Protection against Informed Attackers

Brij Mohan Lal Srivastava , Nathalie Vauquier , Md Sahidullah , Aurélien Bellet , Marc Tommasi et al.

ICASSP 2020 - 45th International Conference on Acoustics, Speech, and Signal Processing, IEEE Signal Processing Society, May 2020, Barcelona, Spain. pp.2802-2806

Communication dans un congrès hal-02355115v2
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Fully Decentralized Joint Learning of Personalized Models and Collaboration Graphs

Valentina Zantedeschi , Aurélien Bellet , Marc Tommasi

AISTATS 2020 - The 23rd International Conference on Artificial Intelligence and Statistics, Aug 2020, Palerme / Virtual, Italy

Communication dans un congrès hal-03100057v1
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Privacy-Preserving Adversarial Representation Learning in ASR: Reality or Illusion?

Brij Mohan Lal Srivastava , Aurélien Bellet , Marc Tommasi , Emmanuel Vincent

INTERSPEECH 2019 - 20th Annual Conference of the International Speech Communication Association, Sep 2019, Graz, Austria

Communication dans un congrès hal-02166434v1

Communication-Efficient Decentralized Boosting while Discovering the Collaboration Graph

Valentina Zantedeschi , Aurélien Bellet , Marc Tommasi

NeurIPS 2018 - Workshop on Machine Learning on the Phone and other Consumer Devices, 2nd Workshop on Machine Learning on the Phone and other Consumer Devices (MLPCD 2), Dec 2018, Montréal, Canada

Communication dans un congrès hal-02166758v1
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Personalized and Private Peer-to-Peer Machine Learning

Aurélien Bellet , Rachid Guerraoui , Mahsa Taziki , Marc Tommasi

AISTATS 2018 - 21st International Conference on Artificial Intelligence and Statistics, Apr 2018, Lanzarote, Spain. pp.1-20

Communication dans un congrès hal-01745796v1
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Decentralized Collaborative Learning of Personalized Models over Networks

Paul Vanhaesebrouck , Aurélien Bellet , Marc Tommasi

International Conference on Artificial Intelligence and Statistics (AISTATS), Apr 2017, Fort Lauderdale, Florida., United States

Communication dans un congrès hal-01533182v1

Personalized and Private Peer-to-Peer Machine Learning

Aurélien Bellet , Rachid Guerraoui , Mahsa Taziki , Marc Tommasi

NIPS 2017 - Workshop on Machine Learning on the Phone and other Consumer Devices, Dec 2017, Long Beach, United States

Communication dans un congrès hal-01665422v1
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Hypernode Graphs for Spectral Learning on Binary Relations over Sets

Thomas Ricatte , Rémi Gilleron , Marc Tommasi

ECML/PKDD - 7th European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, Sep 2014, Nancy, France

Communication dans un congrès hal-01017025v1
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Learning Sequential Tree-to-Word Transducers

Grégoire Laurence , Aurélien Lemay , Joachim Niehren , Slawomir Staworko , Marc Tommasi

8th International Conference on Language and Automata Theory and Applications, Mar 2014, Madrid, Spain

Communication dans un congrès hal-00912969v1
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Hypernode Graphs for Spectral Learning on Binary Relations over Sets

Thomas Ricatte , Rémi Gilleron , Marc Tommasi

Conférence Francophone sur l'Apprentissage Automatique (Cap 2014), Jul 2014, Saint-Etienne, France. ⟨10.1007/978-3-662-44851-9_42⟩

Communication dans un congrès hal-01104618v1
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Clustering Spectral avec Contraintes de Paires réglées par Noyaux Gaussiens

David Chatel , Pascal Denis , Marc Tommasi

CAP 2014, Jul 2014, Saint-Etienne, France

Communication dans un congrès hal-01105339v1
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Fast Gaussian Pairwise Constrained Spectral Clustering

David Chatel , Pascal Denis , Marc Tommasi

ECML/PKDD - 7th European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, Sep 2014, Nancy, France. pp.242 - 257, ⟨10.1007/978-3-662-44848-9_16⟩

Communication dans un congrès hal-01017269v1
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Learning from Multiple Graphs using a Sigmoid Kernel

Thomas Ricatte , Gemma C. Garriga , Rémi Gilleron , Marc Tommasi

The 12th International Conference on Machine Learning and Applications (ICMLA'13), Dec 2013, Miami, United States

Communication dans un congrès hal-00913237v1
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Spectral Estimation of Conditional Random Graph Models for Large-Scale Network data

Antonino Freno , Mikaela Keller , Gemma C. Garriga , Marc Tommasi

UAI 2012 - 28th Conference on Uncertainty in Artificial Intelligence, 2012, Avalon, United States

Communication dans un congrès hal-00714446v1
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Fiedler Random Fields: A Large-Scale Spectral Approach to Statistical Network Modeling

Antonino Freno , Mikaela Keller , Marc Tommasi

Neural Information Processing Systems (NIPS), Dec 2012, Lake Tahoe, United States

Communication dans un congrès hal-00750345v1
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Normalization of Sequential Top-Down Tree-to-Word Transducers

Grégoire Laurence , Aurélien Lemay , Joachim Niehren , Slawomir Staworko , Marc Tommasi

5th International Conference on Language Automata Theory and Appliciations, May 2011, Tarragona, Spain

Communication dans un congrès inria-00566291v1
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Relevant Representations for the Inference of Rational Stochastic Tree Languages

François Denis , Edouard Gilbert , Amaury Habrard , Faïssal Ouardi , Marc Tommasi

International Colloquium on Grammatical Inference, 2008, St Malo, France. pp.57-70

Communication dans un congrès hal-00293511v3

Automatic Wrapper Induction from Hidden-Web Sources with Domain Knowledge

Marc Tommasi , Rémi Gilleron , Pierre Senellart , Avin Mittal , Daniel Muschick

International Workshop on Web information and data managment, Oct 2008, Napa, United States. pp.9-16

Communication dans un congrès inria-00337098v1
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On Probability Distributions for Trees: Representations, Inference and Learning

François Denis , Amaury Habrard , Rémi Gilleron , Marc Tommasi , Édouard Gilbert

NIPS Workshop on Representations and Inference on Probability Distributions, Dec 2007, Whistler, Canada

Communication dans un congrès inria-00294636v1
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Conditional Random Fields for XML Trees

Florent Jousse , Rémi Gilleron , Isabelle Tellier , Marc Tommasi

Workshop on Mining and Learning in Graphs, Sep 2006, Berlin, Germany

Communication dans un congrès inria-00118761v1
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Champs Conditionnels Aléatoires pour l'Annotation d'Arbres

Florent Jousse , Rémi Gilleron , Isabelle Tellier , Marc Tommasi

CAp 2006, May 2006, Trégastel, France

Communication dans un congrès inria-00117014v1
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Interactive Tuples Extraction from Semi-Structured Data

Rémi Gilleron , Patrick Marty , Fabien Torre , Marc Tommasi

Web Intelligence, Dec 2006, Hong Kong, China

Communication dans un congrès inria-00581253v1

XML Document Transformation with Conditional Random Fields

Rémi Gilleron , Florent Jousse , Isabelle Tellier , Marc Tommasi

INEX 2006, Dec 2006, Dagstuhl, Germany

Communication dans un congrès inria-00147052v1
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Querying Unranked Trees with Stepwise Tree Automata

Julien Carme , Joachim Niehren , Marc Tommasi

19th International Conference on Rewriting Techniques and Applications, 2004, Aachen, Georgia. pp.105--118

Communication dans un congrès inria-00536529v1
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Learning Multi-label Alternating Decision Trees from Texts and Data

Françesco de Comite , Rémi Gilleron , Marc Tommasi

International Conference on Machine Learning and Data Mining, 2003, Leipzig, Georgia. pp.35-49

Communication dans un congrès inria-00536733v1
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Residual Finite Tree Automata

Julien Carme , Rémi Gilleron , Marc Tommasi , Alain Terlutte , Aurélien Lemay

7th International Conference on Developments in Language Theory, Jul 2003, Szeged, Hungary, Hungary. pp.171 -- 182

Communication dans un congrès inria-00091272v2

Text Classification from Positive and Unlabeled Examples

François Denis , Rémi Gilleron , Marc Tommasi

Proceedings of the 9th International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems, IPMU'02, 2002, Grenoble, France. pp.1927--1934

Communication dans un congrès inria-00538889v1

Homomorphisms and concurrent term rewriting

Franck Seynhaeve , Sophie Tison , Marc Tommasi

FCT 1999 - International Symposium on Fundamentals of Computation Theory, Aug 1999, Iasi, Romania. pp.475-487, ⟨10.1007/3-540-48321-7_40⟩

Communication dans un congrès istex hal-02193779v1

Deciding the Satisfiability of Quantifier free Formulae on One-Step Rewriting

Anne-Cécile Caron , Franck Seynhaeve , Sophie Tison , Marc Tommasi

Rewriting Techniques and Applications, 10th International Conference, RTA-99, Trento, Italy, July 2-4, 1999, Proceedings, 1999, Unknown, Unknown Region. pp.103--117, ⟨10.1007/3-540-48685-2_9⟩

Communication dans un congrès istex hal-01820502v1

Some new Decidability Results on Positive and Negative Set Constraints

Rémi Gilleron , Sophie Tison , Marc Tommasi

Proceedings of First International Conference on Constraints in Computational Logics, CCL'94, 1994, Munich, Germany. pp.336--351

Communication dans un congrès inria-00538880v1

Solving Systems of Set Constraints using Tree Automata

Rémi Gilleron , Sophie Tison , Marc Tommasi

Proceedings of the 10th Annual Symposium on Theoretical Aspects of Computer Science, STACS'93, 1993, Würzburg, Germany. pp.505--514

Communication dans un congrès inria-00538878v1

Solving Systems of Set Constraints with Negated Subset Relationships

Rémi Gilleron , Sophie Tison , Marc Tommasi

Proceedings of the $34^th$ Symposium on Foundations of Computer Science, FOCS'93, 1993, Palo Alto California, United States. pp.372--380

Communication dans un congrès inria-00538879v1
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Hypernode Graphs for Learning from Binary Relations between Groups in Networks

Thomas Ricatte , Rémi Gilleron , Marc Tommasi

Networks: From Graphs to Rich Data, NIPS Workshop., Dec 2014, Montreal, Canada. , 2014

Poster de conférence hal-01088036v1

Champs Markoviens Conditionnels pour l'extraction d'information

Isabelle Tellier , Marc Tommasi

Eric Gaussier and François Yvon. Modèles probabilistes pour l'accès à l'information textuelle, Hermès, pp.223-267, 2011

Chapitre d'ouvrage inria-00514525v1
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Fully Decentralized Joint Learning of Personalized Models and Collaboration Graphs

Valentina Zantedeschi , Aurélien Bellet , Marc Tommasi

[Research Report] Inria. 2019

Rapport (rapport de recherche) hal-02166433v1
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Fast and Differentially Private Algorithms for Decentralized Collaborative Machine Learning

Aurélien Bellet , Rachid Guerraoui , Mahsa Taziki , Marc Tommasi

[Research Report] INRIA Lille. 2017, pp.1-18

Rapport (rapport de recherche) hal-01665410v1
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Decentralized Collaborative Learning of Personalized Models over Networks

Paul Vanhaesebrouck , Aurélien Bellet , Marc Tommasi

[Research Report] INRIA Lille. 2016

Rapport (rapport de recherche) hal-01383544v1
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Hypernode Graphs for Learning from Binary Relations between Groups in Networks

Thomas Ricatte , Rémi Gilleron , Marc Tommasi

[Research Report] INRIA Lille. 2015

Rapport (rapport de recherche) hal-01247103v1
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A Spectral Framework for a Class of Undirected Hypergraphs

Thomas Ricatte , Gemma C. Garriga , Rémi Gilleron , Marc Tommasi

[Research Report] 2013

Rapport (rapport de recherche) hal-00914286v2
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Series, Weighted Automata, Probabilistic Automata and Probability Distributions for Unranked Trees.

Édouard Gilbert , Rémi Gilleron , Marc Tommasi

[Research Report] RR-7200, INRIA. 2010, pp.23

Rapport (rapport de recherche) inria-00455955v2
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Conditional Random Fields for XML Applications

Rémi Gilleron , Florent Jousse , Marc Tommasi , Isabelle Tellier

[Research Report] RR-6738, INRIA. 2008

Rapport (rapport de recherche) inria-00342279v1
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Structures arborescentes et apprentissage automatique

Marc Tommasi

Autre [cs.OH]. Université Charles de Gaulle - Lille III, 2006

HDR tel-00117063v1