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| Presentation | 2020-03-03 11:00 Model checking RNNs with modal μ-calculus Tatsuhiro Aoshima, Toshinori Usui (NTT)  ICSS2019-88 |
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| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | Machine learning models have been applied to many cyber-physical systems such as self-driving cars, robotics, and factory automation. However, it would be difficult to adapt them to more mission-critical systems, such as energy plants, because there is no safety guarantee. This paper presents the security of systems controlled using machine learning models, especially, Recurrent Neural Networks (RNNs). We propose a novel method for checking whether a given RNN satisfies a given specification, as abstractly interpreting the model with the con- strained zonotopes. The specification is written in the modal μ-calculus containing many classical temporal logics such as Linear Temporal Logic and Computation Tree Logic. |
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| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | Model checking / Recurrent Neural Networks / Modal μ-calculus / Constrained zonotopes / / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 119, no. 437, ICSS2019-88, pp. 119-124, March 2020. | |
| Paper # | ICSS2019-88 | |
| Date of Issue | 2020-02-24 (ICSS) | |
| 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 | ICSS2019-88 |
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| Conference Information | |
| Committee | ICSS IPSJ-SPT |
| Conference Date | 2020-03-02 - 2020-03-03 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Okinawa-Ken-Seinen-Kaikan |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Security, Trust, etc. |
| Paper Information | |
| Registration To | ICSS |
| Conference Code | 2020-03-ICSS-SPT |
| Language | Japanese |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Model checking RNNs with modal μ-calculus |
| Sub Title (in English) | |
| Keyword(1) | Model checking |
| Keyword(2) | Recurrent Neural Networks |
| Keyword(3) | Modal μ-calculus |
| Keyword(4) | Constrained zonotopes |
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| Keyword(6) | |
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| Keyword(8) | |
| 1st Author's Name | Tatsuhiro Aoshima |
| 1st Author's Affiliation | NTT Secure Platform Laboratories (NTT) |
| 2nd Author's Name | Toshinori Usui |
| 2nd Author's Affiliation | NTT Secure Platform Laboratories (NTT) |
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| Speaker | Author-1 |
| Date Time | 2020-03-03 11:00:00 |
| Presentation Time | 20 minutes |
| Registration for | ICSS |
| Paper # | ICSS2019-88 |
| Volume (vol) | vol.119 |
| Number (no) | no.437 |
| Page | pp.119-124 |
| #Pages | 6 |
| Date of Issue | 2020-02-24 (ICSS) |
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