| Presentation | 2018-03-02 Machine Learning Attack Using Selectable Challenge Set for Feed-Forward PUF Yusuke Nozaki, Masaya Yoshikawa, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | The dreadful of machine learning attack for physical unclonable functions (PUFs) has been reported. Therefore, PUFs with a resistance against machine learning attack, such as feed-forward PUF, XOR arbiter PUF, or lightweight PUF, have been proposed. Also, to consider the security of PUFs, the tamper resistance evaluation of the feed-forward PUF against the machine learning attack is very important. This study proposes a new machine learning attack for the feed-forward PUF. The proposed method performs the machine learning attack using selectable challenge sets. Then, the proposed method estimates the response of the feed-forward PUF. Moreover, several evaluation experiments verify the validity of the proposed method. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | PUF / Feed-Forward PUF / Machine Learning Attack / Hardware Security / Tamper Resistance |
| Paper # | VLD2017-128 |
| 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) | Machine Learning Attack Using Selectable Challenge Set for Feed-Forward PUF |
| Sub Title (in English) | |
| Keyword(1) | PUF |
| Keyword(2) | Feed-Forward PUF |
| Keyword(3) | Machine Learning Attack |
| Keyword(4) | Hardware Security |
| Keyword(5) | Tamper Resistance |
| 1st Author's Name | Yusuke Nozaki |
| 1st Author's Affiliation | Meijo University(Meijo Univ.) |
| 2nd Author's Name | Masaya Yoshikawa |
| 2nd Author's Affiliation | Meijo University(Meijo Univ.) |
| Date | 2018-03-02 |
| Paper # | VLD2017-128 |
| Volume (vol) | vol.117 |
| Number (no) | VLD-455 |
| Page | pp.pp.237-242(VLD), |
| #Pages | 6 |
| Date of Issue | 2018-02-21 (VLD) |