GPU-based Private Information Retrieval for On-Device Machine Learning Inference

Author:

Lam Maximilian1ORCID,Johnson Jeff2ORCID,Xiong Wenjie3ORCID,Maeng Kiwan4ORCID,Gupta Udit5ORCID,Li Yang6ORCID,Lai Liangzhen2ORCID,Leontiadis Ilias7ORCID,Rhu Minsoo8ORCID,Lee Hsien-Hsin S.9ORCID,Reddi Vijay Janapa1ORCID,Wei Gu-Yeon10ORCID,Brooks David1ORCID,Suh Edward11ORCID

Affiliation:

1. Harvard University, Boston, United States of America

2. Meta, Menlo Park, USA

3. Virginia Tech, Blacksburg, United States of America

4. Pennsylvania State University, State College, United States of America

5. Harvard University, Ithaca, USA

6. Meta, Menlo Park, United States of America

7. Meta, United Kingdom, United Kingdom

8. KAIST / Meta, Seoul, Korea, South ? Republic of Korea

9. Intel, San Jose, United States of America

10. Harvard University, Boston, USA

11. Meta AI / Cornell University, Boston, United States of America

Publisher

ACM

Reference99 articles.

1. 4G network throughput. https://en.wikipedia.org/wiki/4G.

2. FAB: An FPGA-based Accelerator for Bootstrappable Fully Homomorphic Encryption

3. Ahmad, I., Yang, Y., Agrawal, D., Abbadi, A. E., and Gupta, T. Addra: Metadata-private voice communication over fully untrusted infrastructure. In 15th USENIX Symposium on Operating Systems Design and Implementation (OSDI 21) (2021).

4. Ali, A., Lepoint, T., Patel, S., Raykova, M., Schoppmann, P., Seth, K., and Yeo, K. Communication-Computation trade-offs in PIR. In 30th USENIX Security Symposium (USENIX Security 21) (2021).

5. Amazon MPC using enclaves. https://d1.awsstatic.com/events/Summits/reinvent2022/CMP403_Enabling-multi-party-analysis-of-sensitive-data-using-AWS-Nitro-Enclaves-.pdf.

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