Offline Model Guard: Secure and Private ML on Mobile Devices

Sebastian P. Bayerl; Tommaso Frassetto; Patrick Jauernig; Korbinian Riedhammer; Ahmad Reza Sadeghi; Thomas Schneider; Emmanuel Stapf; Christian Weinert

doi:10.23919/DATE48585.2020.9116560

Offline Model Guard: Secure and Private ML on Mobile Devices

Sebastian P. Bayerl, Tommaso Frassetto, Patrick Jauernig, Korbinian Riedhammer, Ahmad Reza Sadeghi, Thomas Schneider, Emmanuel Stapf, Christian Weinert

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Original language	English
Title of host publication	Proceedings of the 2020 Design, Automation and Test in Europe Conference and Exhibition, DATE 2020
Editors	Giorgio Di Natale, Cristiana Bolchini, Elena-Ioana Vatajelu
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	460-465
Number of pages	6
ISBN (Electronic)	9783981926347
DOIs	https://doi.org/10.23919/DATE48585.2020.9116560
Publication status	Published - Mar 2020
Externally published	Yes
Event	2020 Design, Automation and Test in Europe Conference and Exhibition, DATE 2020 - Grenoble, France Duration: 9 Mar 2020 → 13 Mar 2020

Publication series

Name	Proceedings of the 2020 Design, Automation and Test in Europe Conference and Exhibition, DATE 2020

Conference

Conference	2020 Design, Automation and Test in Europe Conference and Exhibition, DATE 2020
Country/Territory	France
City	Grenoble
Period	9/03/20 → 13/03/20

Keywords

private ML
speech processing
TEE
TrustZone

Access to Document

10.23919/DATE48585.2020.9116560

Cite this

Bayerl, S. P., Frassetto, T., Jauernig, P., Riedhammer, K., Sadeghi, A. R., Schneider, T., Stapf, E., & Weinert, C. (2020). Offline Model Guard: Secure and Private ML on Mobile Devices. In G. Di Natale, C. Bolchini, & E.-I. Vatajelu (Eds.), Proceedings of the 2020 Design, Automation and Test in Europe Conference and Exhibition, DATE 2020 (pp. 460-465). Article 9116560 (Proceedings of the 2020 Design, Automation and Test in Europe Conference and Exhibition, DATE 2020). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.23919/DATE48585.2020.9116560

Bayerl, Sebastian P. ; Frassetto, Tommaso ; Jauernig, Patrick et al. / Offline Model Guard : Secure and Private ML on Mobile Devices. Proceedings of the 2020 Design, Automation and Test in Europe Conference and Exhibition, DATE 2020. editor / Giorgio Di Natale ; Cristiana Bolchini ; Elena-Ioana Vatajelu. Institute of Electrical and Electronics Engineers Inc., 2020. pp. 460-465 (Proceedings of the 2020 Design, Automation and Test in Europe Conference and Exhibition, DATE 2020).

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title = "Offline Model Guard: Secure and Private ML on Mobile Devices",

keywords = "private ML, speech processing, TEE, TrustZone",

author = "Bayerl, \{Sebastian P.\} and Tommaso Frassetto and Patrick Jauernig and Korbinian Riedhammer and Sadeghi, \{Ahmad Reza\} and Thomas Schneider and Emmanuel Stapf and Christian Weinert",

note = "Funding Information: This project has received funding from the European Research Council (ERC) under the European Union{\textquoteright}s Horizon 2020 research and innovation programme (grant agreement No. 850990 PSOTI). It was supported by the DFG (HWSec, project A.1 within the RTG 2050 “Privacy and Trust for Mobile Users”, and P3, S2, and E4 within CROSSING), by the BMBF and HMWK within CRISP, and by the Intel Collaborative Research Institute for Collaborative Autonomous \& Resilient Systems (ICRI-CARS). Publisher Copyright: {\textcopyright} 2020 EDAA.; 2020 Design, Automation and Test in Europe Conference and Exhibition, DATE 2020 ; Conference date: 09-03-2020 Through 13-03-2020",

year = "2020",

month = mar,

doi = "10.23919/DATE48585.2020.9116560",

language = "English",

series = "Proceedings of the 2020 Design, Automation and Test in Europe Conference and Exhibition, DATE 2020",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

pages = "460--465",

editor = "\{Di Natale\}, Giorgio and Cristiana Bolchini and Elena-Ioana Vatajelu",

booktitle = "Proceedings of the 2020 Design, Automation and Test in Europe Conference and Exhibition, DATE 2020",

}

Bayerl, SP, Frassetto, T, Jauernig, P, Riedhammer, K, Sadeghi, AR, Schneider, T, Stapf, E & Weinert, C 2020, Offline Model Guard: Secure and Private ML on Mobile Devices. in G Di Natale, C Bolchini & E-I Vatajelu (eds), Proceedings of the 2020 Design, Automation and Test in Europe Conference and Exhibition, DATE 2020., 9116560, Proceedings of the 2020 Design, Automation and Test in Europe Conference and Exhibition, DATE 2020, Institute of Electrical and Electronics Engineers Inc., pp. 460-465, 2020 Design, Automation and Test in Europe Conference and Exhibition, DATE 2020, Grenoble, France, 9/03/20. https://doi.org/10.23919/DATE48585.2020.9116560

Offline Model Guard: Secure and Private ML on Mobile Devices. / Bayerl, Sebastian P.; Frassetto, Tommaso; Jauernig, Patrick et al.
Proceedings of the 2020 Design, Automation and Test in Europe Conference and Exhibition, DATE 2020. ed. / Giorgio Di Natale; Cristiana Bolchini; Elena-Ioana Vatajelu. Institute of Electrical and Electronics Engineers Inc., 2020. p. 460-465 9116560 (Proceedings of the 2020 Design, Automation and Test in Europe Conference and Exhibition, DATE 2020).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

TY - GEN

T1 - Offline Model Guard

T2 - 2020 Design, Automation and Test in Europe Conference and Exhibition, DATE 2020

AU - Bayerl, Sebastian P.

AU - Frassetto, Tommaso

AU - Jauernig, Patrick

AU - Riedhammer, Korbinian

AU - Sadeghi, Ahmad Reza

AU - Schneider, Thomas

AU - Stapf, Emmanuel

AU - Weinert, Christian

N1 - Funding Information: This project has received funding from the European Research Council (ERC) under the European Union’s Horizon 2020 research and innovation programme (grant agreement No. 850990 PSOTI). It was supported by the DFG (HWSec, project A.1 within the RTG 2050 “Privacy and Trust for Mobile Users”, and P3, S2, and E4 within CROSSING), by the BMBF and HMWK within CRISP, and by the Intel Collaborative Research Institute for Collaborative Autonomous & Resilient Systems (ICRI-CARS). Publisher Copyright: © 2020 EDAA.

PY - 2020/3

Y1 - 2020/3

KW - private ML

KW - speech processing

KW - TEE

KW - TrustZone

UR - https://www.scopus.com/pages/publications/85087404483

U2 - 10.23919/DATE48585.2020.9116560

DO - 10.23919/DATE48585.2020.9116560

M3 - Conference contribution

AN - SCOPUS:85087404483

T3 - Proceedings of the 2020 Design, Automation and Test in Europe Conference and Exhibition, DATE 2020

SP - 460

EP - 465

BT - Proceedings of the 2020 Design, Automation and Test in Europe Conference and Exhibition, DATE 2020

A2 - Di Natale, Giorgio

A2 - Bolchini, Cristiana

A2 - Vatajelu, Elena-Ioana

PB - Institute of Electrical and Electronics Engineers Inc.

Y2 - 9 March 2020 through 13 March 2020

ER -

Bayerl SP, Frassetto T, Jauernig P, Riedhammer K, Sadeghi AR, Schneider T et al. Offline Model Guard: Secure and Private ML on Mobile Devices. In Di Natale G, Bolchini C, Vatajelu EI, editors, Proceedings of the 2020 Design, Automation and Test in Europe Conference and Exhibition, DATE 2020. Institute of Electrical and Electronics Engineers Inc. 2020. p. 460-465. 9116560. (Proceedings of the 2020 Design, Automation and Test in Europe Conference and Exhibition, DATE 2020). doi: 10.23919/DATE48585.2020.9116560

Offline Model Guard: Secure and Private ML on Mobile Devices

Publication series

Conference

Keywords

Access to Document

Other files and links

Frameworks for Privacy-Preserving Machine Learning Inference

Cite this

Offline Model Guard: Secure and Private ML on Mobile Devices

Publication series

Conference

Keywords

Access to Document

Other files and links

Activities

Frameworks for Privacy-Preserving Machine Learning Inference

Cite this