| Paper Abstract and Keywords |
| Presentation |
2022-03-04 13:45
Evaluation of Trojan Detector for AI Hardware Shu Takemoto, Yoshiya Ikezaki, Yusuke Nozaki, Masaya Yoshikawa (Meijo Univ.) CAS2021-94 CS2021-96 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
In recent years, AI edge computing has been expanding to realize real-time inference by implementing AI models on edge devices.Also, high-level synthesis is important for optimizing the implementation of AI models and peripheral circuits in hardware. On the other hand, the threat of hardware Trojan have been reported in hardware implementations. Therefore, several detection methods focusing on the netlist of the hardware description language have been proposed. However, the detection models have not been sufficiently evaluated for the hardware trojans generated by high-level synthesis. This study implements several detection networks for hardware Trojan detection methods oriented to high-level synthesis of AI models, and evaluate more accurate detection models oriented to AI hardware Trojan. Evaluation experiments reveal a network that can achieve higher detection rates than conventional methods. This study also discusses a versatile detection architecture for various hardware Trojan. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Hardware Security / Hardware Trojan / High-Lebel Synthesis / AI Hardware / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 121, no. 394, CAS2021-94, pp. 106-111, March 2022. |
| Paper # |
CAS2021-94 |
| Date of Issue |
2022-02-24 (CAS, CS) |
| ISSN |
Online edition: ISSN 2432-6380 |
Copyright and reproduction |
All rights are reserved and no part of this publication may be reproduced or transmitted in any form or by any means, electronic or mechanical, including photocopy, recording, or any information storage and retrieval system, without permission in writing from the publisher. Notwithstanding, instructors are permitted to photocopy isolated articles for noncommercial classroom use without fee. (License No.: 10GA0019/12GB0052/13GB0056/17GB0034/18GB0034) |
| Download PDF |
CAS2021-94 CS2021-96 |
| Conference Information |
| Committee |
CAS CS |
| Conference Date |
2022-03-03 - 2022-03-04 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Online |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
Network processor, Signal processing and circuits for communications, Wireless LAN / PAN, etc. |
| Paper Information |
| Registration To |
CAS |
| Conference Code |
2022-03-CAS-CS |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Evaluation of Trojan Detector for AI Hardware |
| Sub Title (in English) |
|
| Keyword(1) |
Hardware Security |
| Keyword(2) |
Hardware Trojan |
| Keyword(3) |
High-Lebel Synthesis |
| Keyword(4) |
AI Hardware |
| Keyword(5) |
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| Keyword(6) |
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| Keyword(7) |
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| Keyword(8) |
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| 1st Author's Name |
Shu Takemoto |
| 1st Author's Affiliation |
Meijo University (Meijo Univ.) |
| 2nd Author's Name |
Yoshiya Ikezaki |
| 2nd Author's Affiliation |
Meijo University (Meijo Univ.) |
| 3rd Author's Name |
Yusuke Nozaki |
| 3rd Author's Affiliation |
Meijo University (Meijo Univ.) |
| 4th Author's Name |
Masaya Yoshikawa |
| 4th Author's Affiliation |
Meijo University (Meijo Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2022-03-04 13:45:00 |
| Presentation Time |
25 minutes |
| Registration for |
CAS |
| Paper # |
CAS2021-94, CS2021-96 |
| Volume (vol) |
vol.121 |
| Number (no) |
no.394(CAS), no.395(CS) |
| Page |
pp.106-111 |
| #Pages |
6 |
| Date of Issue |
2022-02-24 (CAS, CS) |