Publications

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AISTATS 2023 - International Conference on Artificial Intelligence and Statistics, Apr 2023, Valencia, Spain. <a target=\"_blank\" href=\"https://inria.hal.science/hal-03714465v3\">⟨hal-03714465v3⟩</a>", "title_s":["High-Dimensional Private Empirical Risk Minimization by Greedy Coordinate Descent"], "authFullName_s":["Paul Mangold", "Aurélien Bellet", "Joseph Salmon", "Marc Tommasi"], "halId_s":"hal-03714465", "docType_s":"COMM", "producedDateY_i":2023}, { "citationRef_s":"Proceedings on Privacy Enhancing Technologies, 2023, 2023 (1)", "citationFull_s":"Ali Shahin Shamsabadi, Brij Mohan Lal Srivastava, Aurélien Bellet, Nathalie Vauquier, Emmanuel Vincent, et al.. Differentially private speaker anonymization. Proceedings on Privacy Enhancing Technologies, 2023, 2023 (1). <a target=\"_blank\" href=\"https://inria.hal.science/hal-03588932\">⟨hal-03588932⟩</a>", "title_s":["Differentially private speaker anonymization"], "authFullName_s":["Ali Shahin Shamsabadi", "Brij Mohan Lal Srivastava", "Aurélien Bellet", "Nathalie Vauquier", "Emmanuel Vincent", "Mohamed Maouche", "Marc Tommasi", "Nicolas Papernot"], "halId_s":"hal-03588932", "docType_s":"ART", "producedDateY_i":2023}, { "citationRef_s":"2022", "citationFull_s":"Batiste Le Bars, Aurélien Bellet, Marc Tommasi, Erick Lavoie, Anne-Marie Kermarrec. Refined Convergence and Topology Learning for Decentralized SGD with Heterogeneous Data. 2022. <a target=\"_blank\" href=\"https://hal.inria.fr/hal-03905091\">⟨hal-03905091⟩</a>", "title_s":["Refined Convergence and Topology Learning for Decentralized SGD with Heterogeneous Data"], "authFullName_s":["Batiste Le Bars", "Aurélien Bellet", "Marc Tommasi", "Erick Lavoie", "Anne-Marie Kermarrec"], "halId_s":"hal-03905091", "docType_s":"UNDEFINED", "producedDateY_i":2022}, { "citationRef_s":"NeurIPS 2022 - Thirty-sixth Conference on Neural Information Processing Systems, Nov 2022, New Orleans, United States", "citationFull_s":"Jean Ogier Du Terrail, Samy-Safwan Ayed, Edwige Cyffers, Felix Grimberg, Chaoyang He, et al.. FLamby: Datasets and Benchmarks for Cross-Silo Federated Learning in Realistic Healthcare Settings. NeurIPS 2022 - Thirty-sixth Conference on Neural Information Processing Systems, Nov 2022, New Orleans, United States. <a target=\"_blank\" href=\"https://hal.science/hal-03900026\">⟨hal-03900026⟩</a>", "title_s":["FLamby: Datasets and Benchmarks for Cross-Silo Federated Learning in Realistic Healthcare Settings"], "authFullName_s":["Jean Ogier Du Terrail", "Samy-Safwan Ayed", "Edwige Cyffers", "Felix Grimberg", "Chaoyang He", "Regis Loeb", "Paul Mangold", "Tanguy Marchand", "Othmane Marfoq", "Erum Mushtaq", "Boris Muzellec", "Constantin Philippenko", "Santiago Silva", "Maria Teleńczuk", "Shadi Albarqouni", "Salman Avestimehr", "Aurélien Bellet", "Aymeric Dieuleveut", "Martin Jaggi", "Sai Praneeth Karimireddy", "Marco Lorenzi", "Giovanni Neglia", "Marc Tommasi", "Mathieu Andreux"], "halId_s":"hal-03900026", "docType_s":"COMM", "producedDateY_i":2022}, { "citationRef_s":"2022", "citationFull_s":"Paul Mangold, Michaël Perrot, Aurélien Bellet, Marc Tommasi. Differential Privacy has Bounded Impact on Fairness in Classification. 2022. <a target=\"_blank\" href=\"https://hal.science/hal-03902203\">⟨hal-03902203⟩</a>", "title_s":["Differential Privacy has Bounded Impact on Fairness in Classification"], "authFullName_s":["Paul Mangold", "Michaël Perrot", "Aurélien Bellet", "Marc Tommasi"], "halId_s":"hal-03902203", "docType_s":"UNDEFINED", "producedDateY_i":2022}, { "citationRef_s":"Interspeech 2022 - Human and Humanizing Speech Technology, Sep 2022, Incheon, South Korea", "citationFull_s":"Mohamed Maouche, Brij Mohan Lal Srivastava, Nathalie Vauquier, Aurélien Bellet, Marc Tommasi, et al.. Enhancing speech privacy with slicing. Interspeech 2022 - Human and Humanizing Speech Technology, Sep 2022, Incheon, South Korea. <a target=\"_blank\" href=\"https://inria.hal.science/hal-03369137v2\">⟨hal-03369137v2⟩</a>", "title_s":["Enhancing speech privacy with slicing"], "authFullName_s":["Mohamed Maouche", "Brij Mohan Lal Srivastava", "Nathalie Vauquier", "Aurélien Bellet", "Marc Tommasi", "Emmanuel Vincent"], "halId_s":"hal-03369137", "docType_s":"COMM", "producedDateY_i":2022}, { "citationRef_s":"ICML 2022 - 39th International Conference on Machine Learning, Jul 2022, Baltimore, United States. pp.14948-14978", "citationFull_s":"Paul Mangold, Aurélien Bellet, Joseph Salmon, Marc Tommasi. Differentially Private Coordinate Descent for Composite Empirical Risk Minimization. ICML 2022 - 39th International Conference on Machine Learning, Jul 2022, Baltimore, United States. pp.14948-14978. <a target=\"_blank\" href=\"https://hal.inria.fr/hal-03424974v3\">⟨hal-03424974v3⟩</a>", "title_s":["Differentially Private Coordinate Descent for Composite Empirical Risk Minimization"], "authFullName_s":["Paul Mangold", "Aurélien Bellet", "Joseph Salmon", "Marc Tommasi"], "halId_s":"hal-03424974", "docType_s":"COMM", "producedDateY_i":2022}, { "citationRef_s":"IEEE/ACM Transactions on Audio, Speech and Language Processing, 2022", "citationFull_s":"Brij Mohan Lal Srivastava, Mohamed Maouche, Md Sahidullah, Emmanuel Vincent, Aurélien Bellet, et al.. Privacy and utility of x-vector based speaker anonymization. IEEE/ACM Transactions on Audio, Speech and Language Processing, 2022. <a target=\"_blank\" href=\"https://inria.hal.science/hal-03197376v3\">⟨hal-03197376v3⟩</a>", "title_s":["Privacy and utility of x-vector based speaker anonymization"], "authFullName_s":["Brij Mohan Lal Srivastava", "Mohamed Maouche", "Md Sahidullah", "Emmanuel Vincent", "Aurélien Bellet", "Marc Tommasi", "Natalia Tomashenko", "Xin Wang", "Junichi Yamagishi"], "halId_s":"hal-03197376", "docType_s":"ART", "producedDateY_i":2022}, { "citationRef_s":"JEP 2022, Jun 2022, île de Noirmoutier, France", "citationFull_s":"Salima Mdhaffar, Jean-François A Bonastre, Marc Tommasi, Natalia Tomashenko, Yannick Estève. Extraction d'informations liées au locuteur depuis un modèle acoustique personnalisé. JEP 2022, Jun 2022, île de Noirmoutier, France. <a target=\"_blank\" href=\"https://hal.science/hal-03706944\">⟨hal-03706944⟩</a>", "title_s":["Extraction d'informations liées au locuteur depuis un modèle acoustique personnalisé"], "authFullName_s":["Salima Mdhaffar", "Jean-François A Bonastre", "Marc Tommasi", "Natalia Tomashenko", "Yannick Estève"], "halId_s":"hal-03706944", "docType_s":"COMM", "producedDateY_i":2022}, { "citationRef_s":"Journées d'Études sur la Parole - JEP2022, Jun 2022, Île de Noirmoutier, France", "citationFull_s":"Natalia Tomashenko, Salima Mdhaffar, Marc Tommasi, Yannick Estève, Jean-François Bonastre. On speaker verification from the neural network footprint of personalized acoustic models. Journées d'Études sur la Parole - JEP2022, Jun 2022, Île de Noirmoutier, France. <a target=\"_blank\" href=\"https://hal.inria.fr/hal-03626964\">⟨hal-03626964⟩</a>", "title_s":["On speaker verification from the neural network footprint of personalized acoustic models", "Sur la vérification du locuteur à partir de traces d’exécution de modèles acoustiques personnalisés"], "authFullName_s":["Natalia Tomashenko", "Salima Mdhaffar", "Marc Tommasi", "Yannick Estève", "Jean-François Bonastre"], "halId_s":"hal-03626964", "docType_s":"COMM", "producedDateY_i":2022}, { "citationRef_s":"IEEE ICASSP 2022, 2022, Singapour, Singapore", "citationFull_s":"Salima Mdhaffar, Jean-François Bonastre, Marc Tommasi, Natalia Tomashenko, Yannick Estève. Retrieving Speaker Information from Personalized Acoustic Models for Speech Recognition. IEEE ICASSP 2022, 2022, Singapour, Singapore. <a target=\"_blank\" href=\"https://hal.science/hal-03539741\">⟨hal-03539741⟩</a>", "title_s":["Retrieving Speaker Information from Personalized Acoustic Models for Speech Recognition"], "authFullName_s":["Salima Mdhaffar", "Jean-François Bonastre", "Marc Tommasi", "Natalia Tomashenko", "Yannick Estève"], "halId_s":"hal-03539741", "docType_s":"COMM", "producedDateY_i":2022}, { "citationRef_s":"ICASSP 2022, 2022, Singapour, Singapore", "citationFull_s":"Natalia Tomashenko, Salima Mdhaffar, Marc Tommasi, Yannick Estève, Jean-François Bonastre. Privacy attacks for automatic speech recognition acoustic models in a federated learning framework. ICASSP 2022, 2022, Singapour, Singapore. <a target=\"_blank\" href=\"https://hal.science/hal-03539742v2\">⟨hal-03539742v2⟩</a>", "title_s":["Privacy attacks for automatic speech recognition acoustic models in a federated learning framework"], "authFullName_s":["Natalia Tomashenko", "Salima Mdhaffar", "Marc Tommasi", "Yannick Estève", "Jean-François Bonastre"], "halId_s":"hal-03539742", "docType_s":"COMM", "producedDateY_i":2022}, { "citationRef_s":"Transactions on Machine Learning Research, 2022", "citationFull_s":"Mahsa Asadi, Aurélien Bellet, Odalric-Ambrym Maillard, Marc Tommasi. Collaborative Algorithms for Online Personalized Mean Estimation. Transactions on Machine Learning Research, 2022. <a target=\"_blank\" href=\"https://hal.inria.fr/hal-03905917\">⟨hal-03905917⟩</a>", "title_s":["Collaborative Algorithms for Online Personalized Mean Estimation"], "authFullName_s":["Mahsa Asadi", "Aurélien Bellet", "Odalric-Ambrym Maillard", "Marc Tommasi"], "halId_s":"hal-03905917", "docType_s":"ART", "producedDateY_i":2022}, { "citationRef_s":"SPECOM 2021 - 23rd International Conference on Speech and Computer, Sep 2021, St Petersburg, Russia. pp.426 - 436, <a target=\"_blank\" href=\"https://dx.doi.org/10.1007/978-3-030-87802-3_39\">⟨10.1007/978-3-030-87802-3_39⟩</a>", "citationFull_s":"Salima Mdhaffar, Marc Tommasi, Yannick Estève. Study on Acoustic Model Personalization in a Context of Collaborative Learning Constrained by Privacy Preservation. SPECOM 2021 - 23rd International Conference on Speech and Computer, Sep 2021, St Petersburg, Russia. pp.426 - 436, <a target=\"_blank\" href=\"https://dx.doi.org/10.1007/978-3-030-87802-3_39\">⟨10.1007/978-3-030-87802-3_39⟩</a>. <a target=\"_blank\" href=\"https://hal.science/hal-03369206\">⟨hal-03369206⟩</a>", "title_s":["Study on Acoustic Model Personalization in a Context of Collaborative Learning Constrained by Privacy Preservation"], "authFullName_s":["Salima Mdhaffar", "Marc Tommasi", "Yannick Estève"], "halId_s":"hal-03369206", "docType_s":"COMM", "producedDateY_i":2021}, { "citationRef_s":"ERCIM News, 2021, 126, pp.38-39", "citationFull_s":"Akira Campbell, Thomas Kleinbauer, Marc Tommasi, Emmanuel Vincent. Enabling voice-based apps with European values. ERCIM News, 2021, 126, pp.38-39. <a target=\"_blank\" href=\"https://inria.hal.science/hal-03476390\">⟨hal-03476390⟩</a>", "title_s":["Enabling voice-based apps with European values"], "authFullName_s":["Akira Campbell", "Thomas Kleinbauer", "Marc Tommasi", "Emmanuel Vincent"], "halId_s":"hal-03476390", "docType_s":"ART", "producedDateY_i":2021}, { "citationRef_s":"INTERSPEECH 2020, International Speech Communication Association (ISCA), Oct 2020, Shanghai, China", "citationFull_s":"Brij Mohan Lal Srivastava, Natalia Tomashenko, Xin Wang, Emmanuel Vincent, Junichi Yamagishi, et al.. Design Choices for X-vector Based Speaker Anonymization. INTERSPEECH 2020, International Speech Communication Association (ISCA), Oct 2020, Shanghai, China. <a target=\"_blank\" href=\"https://hal.science/hal-02610447v2\">⟨hal-02610447v2⟩</a>", "title_s":["Design Choices for X-vector Based Speaker Anonymization"], "authFullName_s":["Brij Mohan Lal Srivastava", "Natalia Tomashenko", "Xin Wang", "Emmanuel Vincent", "Junichi Yamagishi", "Mohamed Maouche", "Aurélien Bellet", "Marc Tommasi"], "halId_s":"hal-02610447", "docType_s":"COMM", "producedDateY_i":2020}, { "citationRef_s":"INTERSPEECH 2020, Oct 2020, Shanghai, China", "citationFull_s":"Mohamed Maouche, Brij Mohan Lal Srivastava, Nathalie Vauquier, Aurélien Bellet, Marc Tommasi, et al.. A comparative study of speech anonymization metrics. INTERSPEECH 2020, Oct 2020, Shanghai, China. <a target=\"_blank\" href=\"https://inria.hal.science/hal-02907918\">⟨hal-02907918⟩</a>", "title_s":["A comparative study of speech anonymization metrics"], "authFullName_s":["Mohamed Maouche", "Brij Mohan Lal Srivastava", "Nathalie Vauquier", "Aurélien Bellet", "Marc Tommasi", "Emmanuel Vincent"], "halId_s":"hal-02907918", "docType_s":"COMM", "producedDateY_i":2020}, { "citationRef_s":"AISTATS 2020 - The 23rd International Conference on Artificial Intelligence and Statistics, Aug 2020, Palerme / Virtual, Italy", "citationFull_s":"Valentina Zantedeschi, Aurélien Bellet, Marc Tommasi. Fully Decentralized Joint Learning of Personalized Models and Collaboration Graphs. AISTATS 2020 - The 23rd International Conference on Artificial Intelligence and Statistics, Aug 2020, Palerme / Virtual, Italy. <a target=\"_blank\" href=\"https://hal.inria.fr/hal-03100057\">⟨hal-03100057⟩</a>", "title_s":["Fully Decentralized Joint Learning of Personalized Models and Collaboration Graphs"], "authFullName_s":["Valentina Zantedeschi", "Aurélien Bellet", "Marc Tommasi"], "halId_s":"hal-03100057", "docType_s":"COMM", "producedDateY_i":2020}, { "citationRef_s":"ICASSP 2020 - 45th International Conference on Acoustics, Speech, and Signal Processing, IEEE Signal Processing Society, May 2020, Barcelona, Spain. pp.2802-2806", "citationFull_s":"Brij Mohan Lal Srivastava, Nathalie Vauquier, Md Sahidullah, Aurélien Bellet, Marc Tommasi, et al.. Evaluating Voice Conversion-based Privacy Protection against Informed Attackers. ICASSP 2020 - 45th International Conference on Acoustics, Speech, and Signal Processing, IEEE Signal Processing Society, May 2020, Barcelona, Spain. pp.2802-2806. <a target=\"_blank\" href=\"https://inria.hal.science/hal-02355115v2\">⟨hal-02355115v2⟩</a>", "title_s":["Evaluating Voice Conversion-based Privacy Protection against Informed Attackers"], "authFullName_s":["Brij Mohan Lal Srivastava", "Nathalie Vauquier", "Md Sahidullah", "Aurélien Bellet", "Marc Tommasi", "Emmanuel Vincent"], "halId_s":"hal-02355115", "docType_s":"COMM", "producedDateY_i":2020}, { "citationRef_s":"Journal of Machine Learning Research, 2020, 21, pp.1 - 18", "citationFull_s":"Thomas Ricatte, Rémi Gilleron, Marc Tommasi. Skill Rating for Multiplayer Games Introducing Hypernode Graphs and their Spectral Theory. Journal of Machine Learning Research, 2020, 21, pp.1 - 18. <a target=\"_blank\" href=\"https://hal.inria.fr/hal-02566930\">⟨hal-02566930⟩</a>", "title_s":["Skill Rating for Multiplayer Games Introducing Hypernode Graphs and their Spectral Theory"], "authFullName_s":["Thomas Ricatte", "Rémi Gilleron", "Marc Tommasi"], "halId_s":"hal-02566930", "docType_s":"ART", "producedDateY_i":2020}, { "citationRef_s":"INTERSPEECH 2019 - 20th Annual Conference of the International Speech Communication Association, Sep 2019, Graz, Austria", "citationFull_s":"Brij Mohan Lal Srivastava, Aurélien Bellet, Marc Tommasi, Emmanuel Vincent. Privacy-Preserving Adversarial Representation Learning in ASR: Reality or Illusion?. INTERSPEECH 2019 - 20th Annual Conference of the International Speech Communication Association, Sep 2019, Graz, Austria. <a target=\"_blank\" href=\"https://inria.hal.science/hal-02166434\">⟨hal-02166434⟩</a>", "title_s":["Privacy-Preserving Adversarial Representation Learning in ASR: Reality or Illusion?"], "authFullName_s":["Brij Mohan Lal Srivastava", "Aurélien Bellet", "Marc Tommasi", "Emmanuel Vincent"], "halId_s":"hal-02166434", "docType_s":"COMM", "producedDateY_i":2019}, { "citationRef_s":"[Research Report] Inria. 2019", "citationFull_s":"Valentina Zantedeschi, Aurélien Bellet, Marc Tommasi. Fully Decentralized Joint Learning of Personalized Models and Collaboration Graphs. [Research Report] Inria. 2019. <a target=\"_blank\" href=\"https://inria.hal.science/hal-02166433\">⟨hal-02166433⟩</a>", "title_s":["Fully Decentralized Joint Learning of Personalized Models and Collaboration Graphs"], "authFullName_s":["Valentina Zantedeschi", "Aurélien Bellet", "Marc Tommasi"], "halId_s":"hal-02166433", "docType_s":"REPORT", "producedDateY_i":2019}, { "citationRef_s":"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", "citationFull_s":"Valentina Zantedeschi, Aurélien Bellet, Marc Tommasi. Communication-Efficient Decentralized Boosting while Discovering the Collaboration Graph. 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. <a target=\"_blank\" href=\"https://inria.hal.science/hal-02166758\">⟨hal-02166758⟩</a>", "title_s":["Communication-Efficient Decentralized Boosting while Discovering the Collaboration Graph"], "authFullName_s":["Valentina Zantedeschi", "Aurélien Bellet", "Marc Tommasi"], "halId_s":"hal-02166758", "docType_s":"COMM", "producedDateY_i":2018}, { "citationRef_s":"AISTATS 2018 - 21st International Conference on Artificial Intelligence and Statistics, Apr 2018, Lanzarote, Spain. pp.1-20", "citationFull_s":"Aurélien Bellet, Rachid Guerraoui, Mahsa Taziki, Marc Tommasi. Personalized and Private Peer-to-Peer Machine Learning. AISTATS 2018 - 21st International Conference on Artificial Intelligence and Statistics, Apr 2018, Lanzarote, Spain. pp.1-20. <a target=\"_blank\" href=\"https://hal.inria.fr/hal-01745796\">⟨hal-01745796⟩</a>", "title_s":["Personalized and Private Peer-to-Peer Machine Learning"], "authFullName_s":["Aurélien Bellet", "Rachid Guerraoui", "Mahsa Taziki", "Marc Tommasi"], "halId_s":"hal-01745796", "docType_s":"COMM", "producedDateY_i":2018}, { "citationRef_s":"NIPS 2017 - Workshop on Machine Learning on the Phone and other Consumer Devices, Dec 2017, Long Beach, United States", "citationFull_s":"Aurélien Bellet, Rachid Guerraoui, Mahsa Taziki, Marc Tommasi. Personalized and Private Peer-to-Peer Machine Learning. NIPS 2017 - Workshop on Machine Learning on the Phone and other Consumer Devices, Dec 2017, Long Beach, United States. <a target=\"_blank\" href=\"https://hal.inria.fr/hal-01665422\">⟨hal-01665422⟩</a>", "title_s":["Personalized and Private Peer-to-Peer Machine Learning"], "authFullName_s":["Aurélien Bellet", "Rachid Guerraoui", "Mahsa Taziki", "Marc Tommasi"], "halId_s":"hal-01665422", "docType_s":"COMM", "producedDateY_i":2017}, { "citationRef_s":"Brain Topography: a Journal of Cerebral Function and Dynamics, 2017, 30 (3), pp.291-302. <a target=\"_blank\" href=\"https://dx.doi.org/10.1007/s10548-017-0548-0\">⟨10.1007/s10548-017-0548-0⟩</a>", "citationFull_s":"Pierre Besson, Nicolas Carrière, Sarah Kathleen Bandt, Marc Tommasi, Xavier Leclerc, et al.. Whole-brain high-resolution structural connectome: inter-subject validation and application to the anatomical segmentation of the striatum. Brain Topography: a Journal of Cerebral Function and Dynamics, 2017, 30 (3), pp.291-302. <a target=\"_blank\" href=\"https://dx.doi.org/10.1007/s10548-017-0548-0\">⟨10.1007/s10548-017-0548-0⟩</a>. <a target=\"_blank\" href=\"https://hal.science/hal-01657960\">⟨hal-01657960⟩</a>", "title_s":["Whole-brain high-resolution structural connectome: inter-subject validation and application to the anatomical segmentation of the striatum"], "authFullName_s":["Pierre Besson", "Nicolas Carrière", "Sarah Kathleen Bandt", "Marc Tommasi", "Xavier Leclerc", "Philippe Derambure", "Renaud Lopes", "Louise Tyvaert"], "halId_s":"hal-01657960", "docType_s":"ART", "producedDateY_i":2017}, { "citationRef_s":"International Conference on Artificial Intelligence and Statistics (AISTATS), Apr 2017, Fort Lauderdale, Florida., United States", "citationFull_s":"Paul Vanhaesebrouck, Aurélien Bellet, Marc Tommasi. Decentralized Collaborative Learning of Personalized Models over Networks. International Conference on Artificial Intelligence and Statistics (AISTATS), Apr 2017, Fort Lauderdale, Florida., United States. <a target=\"_blank\" href=\"https://hal.inria.fr/hal-01533182\">⟨hal-01533182⟩</a>", "title_s":["Decentralized Collaborative Learning of Personalized Models over Networks"], "authFullName_s":["Paul Vanhaesebrouck", "Aurélien Bellet", "Marc Tommasi"], "halId_s":"hal-01533182", "docType_s":"COMM", "producedDateY_i":2017}, { "citationRef_s":"[Research Report] INRIA Lille. 2017, pp.1-18", "citationFull_s":"Aurélien Bellet, Rachid Guerraoui, Mahsa Taziki, Marc Tommasi. Fast and Differentially Private Algorithms for Decentralized Collaborative Machine Learning. [Research Report] INRIA Lille. 2017, pp.1-18. <a target=\"_blank\" href=\"https://hal.inria.fr/hal-01665410\">⟨hal-01665410⟩</a>", "title_s":["Fast and Differentially Private Algorithms for Decentralized Collaborative Machine Learning"], "authFullName_s":["Aurélien Bellet", "Rachid Guerraoui", "Mahsa Taziki", "Marc Tommasi"], "halId_s":"hal-01665410", "docType_s":"REPORT", "producedDateY_i":2017}, { "citationRef_s":"[Research Report] INRIA Lille. 2016", "citationFull_s":"Paul Vanhaesebrouck, Aurélien Bellet, Marc Tommasi. Decentralized Collaborative Learning of Personalized Models over Networks. [Research Report] INRIA Lille. 2016. <a target=\"_blank\" href=\"https://hal.inria.fr/hal-01383544\">⟨hal-01383544⟩</a>", "title_s":["Decentralized Collaborative Learning of Personalized Models over Networks"], "authFullName_s":["Paul Vanhaesebrouck", "Aurélien Bellet", "Marc Tommasi"], "halId_s":"hal-01383544", "docType_s":"REPORT", "producedDateY_i":2016}, { "citationRef_s":"2015", "citationFull_s":"Grégoire Laurence, Aurélien Lemay, Joachim Niehren, Slawomir Staworko, Marc Tommasi. Sequential Tree-to-Word Transducers: Normalization, Minimization, and Learning. 2015. <a target=\"_blank\" href=\"https://hal.science/hal-01186993\">⟨hal-01186993⟩</a>", "title_s":["Sequential Tree-to-Word Transducers: Normalization, Minimization, and Learning"], "authFullName_s":["Grégoire Laurence", "Aurélien Lemay", "Joachim Niehren", "Slawomir Staworko", "Marc Tommasi"], "halId_s":"hal-01186993", "docType_s":"OTHER", "producedDateY_i":2015}, { "citationRef_s":"2015", "citationFull_s":"Philippe Preux, Marc Tommasi, Thierry Viéville, Colin de La Higuera. L’apprentissage automatique : le diable n’est pas dans l’algorithme. 2015. <a target=\"_blank\" href=\"https://inria.hal.science/hal-01246178\">⟨hal-01246178⟩</a>", "title_s":["L’apprentissage automatique : le diable n’est pas dans l’algorithme"], "authFullName_s":["Philippe Preux", "Marc Tommasi", "Thierry Viéville", "Colin de La Higuera"], "halId_s":"hal-01246178", "docType_s":"OTHER", "producedDateY_i":2015}, { "citationRef_s":"[Research Report] INRIA Lille. 2015", "citationFull_s":"Thomas Ricatte, Rémi Gilleron, Marc Tommasi. Hypernode Graphs for Learning from Binary Relations between Groups in Networks. 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Proceedings of the 10th Annual Symposium on Theoretical Aspects of Computer Science, STACS'93, 1993, Würzburg, Germany. pp.505--514. <a target=\"_blank\" href=\"https://inria.hal.science/inria-00538878\">⟨inria-00538878⟩</a>", "title_s":["Solving Systems of Set Constraints using Tree Automata"], "authFullName_s":["Rémi Gilleron", "Sophie Tison", "Marc Tommasi"], "halId_s":"inria-00538878", "docType_s":"COMM", "producedDateY_i":1993}, { "citationRef_s":"Proceedings of the $34^th$ Symposium on Foundations of Computer Science, FOCS'93, 1993, Palo Alto California, United States. pp.372--380", "citationFull_s":"Rémi Gilleron, Sophie Tison, Marc Tommasi. Solving Systems of Set Constraints with Negated Subset Relationships. Proceedings of the $34^th$ Symposium on Foundations of Computer Science, FOCS'93, 1993, Palo Alto California, United States. pp.372--380. <a target=\"_blank\" href=\"https://inria.hal.science/inria-00538879\">⟨inria-00538879⟩</a>", "title_s":["Solving Systems of Set Constraints with Negated Subset Relationships"], "authFullName_s":["Rémi Gilleron", "Sophie Tison", "Marc Tommasi"], "halId_s":"inria-00538879", "docType_s":"COMM", "producedDateY_i":1993}] }}

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Marc Tommasi