| Presentation | 2018-03-02 Modeling Attacks on Double-Arbiter PUF Using Deep Neural Network Tomoki Iizuka, Hiromitsu Awano, Makoto Ikeda, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | A deep neural network-based modeling attack for Double-Arbiter PUF (DAPUF) is proposed. Although DAPUF is known to be highly resistant to modeling attacks, by employing some novel techniques developped in machine learning community, such as ReLU activation function and Xavier initialization technique, our model succcessfly predicted responses to unseen challenges with probability of 88.4%, which is 21.1% higher than the conventional method. Those results highlight an important fact that PUF-based authentication schemes should be carefully designed considering the rapid evoluving machine learning technology. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | PUF / Double-Arbiter PUF / deep neural network / machine learning attack / modeling attack |
| Paper # | VLD2017-127 |
| Date of Issue | 2018-02-21 (VLD) |
| Conference Information | |
| Committee | VLD / HWS |
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| Conference Date | 2018/2/28(3days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Okinawa Seinen Kaikan |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Hiroyuki Ochi(Ritsumeikan Univ.) |
| Vice Chair | Noriyuki Minegishi(Mitsubishi Electric) |
| Secretary | Noriyuki Minegishi(Hiroshima City Univ.) / (NTT) |
| Assistant | |
| Paper Information | |
| Registration To | Technical Committee on VLSI Design Technologies / Technical Committee on Hardware Security |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Modeling Attacks on Double-Arbiter PUF Using Deep Neural Network |
| Sub Title (in English) | |
| Keyword(1) | PUF |
| Keyword(2) | Double-Arbiter PUF |
| Keyword(3) | deep neural network |
| Keyword(4) | machine learning attack |
| Keyword(5) | modeling attack |
| 1st Author's Name | Tomoki Iizuka |
| 1st Author's Affiliation | The University of Tokyo(UTokyo) |
| 2nd Author's Name | Hiromitsu Awano |
| 2nd Author's Affiliation | The University of Tokyo(UTokyo) |
| 3rd Author's Name | Makoto Ikeda |
| 3rd Author's Affiliation | The University of Tokyo(UTokyo) |
| Date | 2018-03-02 |
| Paper # | VLD2017-127 |
| Volume (vol) | vol.117 |
| Number (no) | VLD-455 |
| Page | pp.pp.231-236(VLD), |
| #Pages | 6 |
| Date of Issue | 2018-02-21 (VLD) |