• Refine your search:
  • 
    Keyword
  • 
    Creator / Publisher:
    
    • Bellet, Aurélien (19)
    • Machine Learning in Information Networks (MAGNET) (18)
    • European Project: 825081,H2020,COMPRISE(2018) (17)
    • Inria Lille - Nord Europe (16)
    • Institut National de Recherche en Informatique et en Automatique (Inria)-Institut National de Recherche en Informatique et en Automatique (Inria)-Centre de Recherche en Informatique, Signal et Automatique de Lille - UMR 9189 (CRIStAL) (16)
    • ANR-18-CE23-0018,DEEP-PRIVACY,Apprentissage distribué, personnalisé, préservant la privacité pour le traitement de la parole(2018) (15)
    • Centrale Lille-Université de Lille-Centre National de la Recherche Scientifique (CNRS)-Centrale Lille-Université de Lille-Centre National de la Recherche Scientifique (CNRS) (15)
    • ANR-16-CE23-0016,PAMELA,Apprentissage automatique décentralisé et personnalisé sous contraintes(2016) (9)
    • Tommasi, Marc (9)
    • Inria Nancy - Grand Est (8)
    •   more
  • 
    Year:
    
    • 2022 (1)
    • 2021 (4)
    • 2020 (12)
    • 2019 (1)
    • 2018 (1)
  • 
    Medium:
    
    • Online (19)
  • 
    Type
  • 
    BLLDB-Access:
    • free (19)
    • subject to license (0)

Search in the Catalogues and Directories

All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year Sort by creator [A → Z]' creator [Z → A]' publishing year ↑ (asc)' publishing year ↓ (desc)' title [A → Z]' title [Z → A]' Simple Search Hits 1 – 19 of 19 1 Differentially private speaker anonymization Shamsabadi, Ali Shahin; Srivastava, Brij Mohan Lal; Bellet, Aurélien; Vauquier, Nathalie; Vincent, Emmanuel; Maouche, Mohamed; Tommasi, Marc; Papernot, Nicolas In: https://hal.inria.fr/hal-03588932 ; 2022 (2022) Abstract: Sharing real-world speech utterances is key to the training and deployment of voice-based services. However, it also raises privacy risks as speech contains a wealth of personal data. Speaker anonymization aims to remove speaker information from a speech utterance while leaving its linguistic and prosodic attributes intact. State-of-the-art techniques operate by disentangling the speaker information (represented via a speaker embedding) from these attributes and re-synthesizing speech based on the speaker embedding of another speaker. Prior research in the privacy community has shown that anonymization often provides brittle privacy protection, even less so any provable guarantee. In this work, we show that disentanglement is indeed not perfect: linguistic and prosodic attributes still contain speaker information. We remove speaker information from these attributes by introducing differentially private feature extractors based on an autoencoder and an automatic speech recognizer, respectively, trained using noise layers. We plug these extractors in the state-of-the-art anonymization pipeline and generate, for the first time, differentially private utterances with a provable upper bound on the speaker information they contain. We evaluate empirically the privacy and utility resulting from our differentially private speaker anonymization approach on the LibriSpeech data set. Experimental results show that the generated utterances retain very high utility for automatic speech recognition training and inference, while being much better protected against strong adversaries who leverage the full knowledge of the anonymization process to try to infer the speaker identity. Keyword: [INFO.INFO-TS]Computer Science [cs]/Signal and Image Processing URL: https://hal.inria.fr/hal-03588932 BASE Hide details 2 Privacy and utility of x-vector based speaker anonymization Srivastava, Brij Mohan Lal; Maouche, Mohamed; Sahidullah, Md... In: https://hal.inria.fr/hal-03197376 ; 2021 (2021) BASE Show details 3 Enhancing Speech Privacy with Slicing Maouche, Mohamed; Srivastava, Brij Mohan Lal; Vauquier, Nathalie... In: https://hal.inria.fr/hal-03369137 ; 2021 (2021) BASE Show details 4 D-Cliques: Compensating for Data Heterogeneity with Topology in Decentralized Federated Learning Bellet, Aurélien; Kermarrec, Anne-Marie; Lavoie, Erick In: https://hal.inria.fr/hal-03498160 ; 2021 (2021) BASE Show details 5 Privacy and utility of x-vector based speaker anonymization Srivastava, Brij Mohan Lal; Maouche, Mohamed; Sahidullah, Md... In: https://hal.inria.fr/hal-03197376 ; 2021 (2021) BASE Show details 6 Privacy Amplification by Decentralization Cyffers, Edwige; Bellet, Aurélien In: https://hal.inria.fr/hal-03100005 ; 2020 (2020) BASE Show details 7 Distributed Differentially Private Averaging with Improved Utility and Robustness to Malicious Parties Sabater, César; Bellet, Aurélien; Ramon, Jan In: NeurIPS 2020 workshop on Privacy Preserving Machine Learning - PriML and PPML Joint Edition ; https://hal.archives-ouvertes.fr/hal-03117816 ; NeurIPS 2020 workshop on Privacy Preserving Machine Learning - PriML and PPML Joint Edition, Dec 2020, Vancouver (Virtual Workshop), Canada ; https://ppml-workshop.github.io/ (2020) BASE Show details 8 Privacy Amplification by Decentralization Cyffers, Edwige; Bellet, Aurélien In: https://hal.inria.fr/hal-03100005 ; 2020 (2020) BASE Show details 9 Evaluating Voice Conversion-based Privacy Protection against Informed Attackers Srivastava, Brij Mohan Lal; Vauquier, Nathalie; Sahidullah, Md... In: ICASSP 2020 - 45th International Conference on Acoustics, Speech, and Signal Processing ; https://hal.inria.fr/hal-02355115 ; ICASSP 2020 - 45th International Conference on Acoustics, Speech, and Signal Processing, IEEE Signal Processing Society, May 2020, Barcelona, Spain. pp.2802-2806 (2020) BASE Show details 10 Fully Decentralized Joint Learning of Personalized Models and Collaboration Graphs Zantedeschi, Valentina; Bellet, Aurélien; Tommasi, Marc In: AISTATS 2020 - The 23rd International Conference on Artificial Intelligence and Statistics ; https://hal.inria.fr/hal-03100057 ; AISTATS 2020 - The 23rd International Conference on Artificial Intelligence and Statistics, Aug 2020, Palerme / Virtual, Italy ; https://aistats.org/aistats2020/ (2020) BASE Show details 11 Échange de bruit corrélé pour le calcul distribué de moyenne avec garanties de confidentialité différentielle Sabater, César; Bellet, Aurélien; Ramon, Jan In: Conférence sur l'Apprentissage Automatique 2020 ; https://hal.archives-ouvertes.fr/hal-03117907 ; Conférence sur l'Apprentissage Automatique 2020, Jun 2020, Vannes (Virtual), France ; https://cap-rfiap2020.sciencesconf.org/ (2020) BASE Show details 12 Distributed Differentially Private Averaging with Improved Utility and Robustness to Malicious Parties Sabater, César; Bellet, Aurélien; Ramon, Jan In: https://hal.inria.fr/hal-03100019 ; 2020 (2020) BASE Show details 13 Who started this rumor? Quantifying the natural differential privacy guarantees of gossip protocols Bellet, Aurélien; Guerraoui, Rachid; Hendrikx, Hadrien In: DISC 2020 - 34th International Symposium on Distributed Computing ; https://hal.inria.fr/hal-02166432 ; DISC 2020 - 34th International Symposium on Distributed Computing, Oct 2020, Freiburg / Virtual, Germany (2020) BASE Show details 14 Private Protocols for U-Statistics in the Local Model and Beyond Bell, James; Bellet, Aurélien; Gascón, Adrià... In: AISTATS 2020 - 23rd International Conference on Artificial Intelligence and Statistics ; https://hal.inria.fr/hal-02310236 ; AISTATS 2020 - 23rd International Conference on Artificial Intelligence and Statistics, Aug 2020, Palermo, Italy (2020) BASE Show details 15 Design Choices for X-vector Based Speaker Anonymization Srivastava, Brij Mohan Lal; Tomashenko, Natalia; Wang, Xin... In: INTERSPEECH 2020 ; https://hal.archives-ouvertes.fr/hal-02610447 ; INTERSPEECH 2020, International Speech Communication Association (ISCA), Oct 2020, Shanghai, China (2020) BASE Show details 16 A comparative study of speech anonymization metrics Maouche, Mohamed; Srivastava, Brij Mohan Lal; Vauquier, Nathalie... In: INTERSPEECH 2020 ; https://hal.inria.fr/hal-02907918 ; INTERSPEECH 2020, Oct 2020, Shanghai, China (2020) BASE Show details 17 Joint Learning of the Graph and the Data Representation for Graph-Based Semi-Supervised Learning ... The 28th International Conference on Computational Linguistics 2020; Bellet, Aurélien; Denis, Pascal. - : Underline Science Inc., 2020 BASE Show details 18 Privacy-Preserving Adversarial Representation Learning in ASR: Reality or Illusion? Srivastava, Brij Mohan Lal; Bellet, Aurélien; Tommasi, Marc... In: INTERSPEECH 2019 - 20th Annual Conference of the International Speech Communication Association ; https://hal.inria.fr/hal-02166434 ; INTERSPEECH 2019 - 20th Annual Conference of the International Speech Communication Association, Sep 2019, Graz, Austria (2019) BASE Show details 19 A Probabilistic Model for Joint Learning of Word Embeddings from Texts and Images Ailem, Melissa; Zhang, Bowen; Bellet, Aurélien... In: Conference on Empirical Methods in Natural Language Processing (EMNLP 2018) ; https://hal.inria.fr/hal-01922985 ; Conference on Empirical Methods in Natural Language Processing (EMNLP 2018), 2018, Brussels, Belgium (2018) BASE Show details

Mobile view All Catalogues UB Frankfurt Linguistik 0 IDS Mannheim 0 OLC Linguistik 0 UB Frankfurt Retrokatalog 0 DNB Subject Category Language 0 Institut für Empirische Sprachwissenschaft 0 Leibniz-Centre General Linguistics (ZAS) 0 Bibliographies BLLDB 0 BDSL 0 IDS Bibliografie zur deutschen Grammatik 0 IDS Bibliografie zur Gesprächsforschung 0 IDS Konnektoren im Deutschen 0 IDS Präpositionen im Deutschen 0 IDS OBELEX meta 0 MPI-SHH Linguistics Collection 0 MPI for Psycholinguistics 0 Linked Open Data catalogues Annohub 0 Online resources Link directory 0 Journal directory 0 Database directory 0 Dictionary directory 0 Open access documents BASE 19 Linguistik-Repository 0 IDS Publikationsserver 0 Online dissertations 0 Language Description Heritage 0