Presentation | 2018-03-02 Machine Learning Attack Using Selectable Challenge Set for Feed-Forward PUF Yusuke Nozaki, Masaya Yoshikawa, |
---|---|
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 |
---|---|
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 |
---|---|
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) |