| Presentation | 2021-11-12 A Study of Deep Learning based Side-Channel Analysis on Lightweight Cryptography GIMLI-AEAD Keigo Ito, Akira Ito, Rei Ueno, Kazuhide Fukushima, Shinsaku Kiyomoto, Naofumi Homma, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In this paper, we describe a side-channel analysis for the lightweight cipher Gimli-AEAD. In particular, we apply a Deep-Learning based Side-Channel Analysis (DL-SCA) to Gimli-Initialization, and show that the key value can be revealed in each round. Gimli uses a unique substitution function, called Gimli substitution, for the nonlinear transformation, and the nonlinearity per round is much weaker than that of block ciphers such as AES and Present. The applicability of side-channel analysis to such ciphers with less nonlinearity is unknown. In this paper, we propose a method to estimate the intermediate values of Gimli-AEAD from the 1st round to the following rounds step by step using DL-SCA. We show that the proposed method can reveal the entire intermediate value of Gimli and recover the secret information in the case that the lower 16 bits of the nonce are changed in the analysis up to the 6th round. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Side-Channel Analysis / Deep-Learning / Lightweight Cryptography / Gimli |
| Paper # | ISEC2021-45,SITE2021-39,LOIS2021-28 |
| Date of Issue | 2021-11-05 (ISEC, SITE, LOIS) |
| Conference Information | |
| Committee | SITE / ISEC / LOIS |
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| Conference Date | 2021/11/12(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Online |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Masaru Ogawa(Kobe Gakuin Univ.) / Tetsuya Izu(Fujitsu Labs.) / Toru Kobayashi(Nagasaki Univ.) |
| Vice Chair | Takushi Otani(Kibi International Univ.) / Takeo Tatsumi(Open Univ. of Japan) / Noboru Kunihiro(Tsukuba Univ.) / Goichiro Hanaoka(AIST) / Hiroyuki Toda(NTT) |
| Secretary | Takushi Otani(Yamaguchi Pref Univ.) / Takeo Tatsumi(Hokuriku Univ.) / Noboru Kunihiro(Fujitsu Labs.) / Goichiro Hanaoka(Ibaraki Univ.) / Hiroyuki Toda(Nagasaki Univ.) |
| Assistant | Hideyuki Fujii(NRI-Secure) / Yusuke Tachibana(Fukuoka Inst. of Tech.) / Takahiro Matsuda(AIST) / Kazuki Fukae(Nagasaki Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Social Implications of Technology and Information Ethics / Technical Committee on Information Security / Technical Committee on Life Intelligence and Office Information Systems |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | A Study of Deep Learning based Side-Channel Analysis on Lightweight Cryptography GIMLI-AEAD |
| Sub Title (in English) | |
| Keyword(1) | Side-Channel Analysis |
| Keyword(2) | Deep-Learning |
| Keyword(3) | Lightweight Cryptography |
| Keyword(4) | Gimli |
| 1st Author's Name | Keigo Ito |
| 1st Author's Affiliation | Research Institute of Electrical Communication, Tohoku University(Tohoku Univ.) |
| 2nd Author's Name | Akira Ito |
| 2nd Author's Affiliation | Research Institute of Electrical Communication, Tohoku University(Tohoku Univ.) |
| 3rd Author's Name | Rei Ueno |
| 3rd Author's Affiliation | Research Institute of Electrical Communication, Tohoku University(Tohoku Univ.) |
| 4th Author's Name | Kazuhide Fukushima |
| 4th Author's Affiliation | KDDI Reseach Inc.(KDDI Research Inc.) |
| 5th Author's Name | Shinsaku Kiyomoto |
| 5th Author's Affiliation | KDDI Reseach Inc.(KDDI Research Inc.) |
| 6th Author's Name | Naofumi Homma |
| 6th Author's Affiliation | Research Institute of Electrical Communication, Tohoku University(Tohoku Univ.) |
| Date | 2021-11-12 |
| Paper # | ISEC2021-45,SITE2021-39,LOIS2021-28 |
| Volume (vol) | vol.121 |
| Number (no) | ISEC-239,SITE-240,LOIS-241 |
| Page | pp.pp.20-25(ISEC), pp.20-25(SITE), pp.20-25(LOIS), |
| #Pages | 6 |
| Date of Issue | 2021-11-05 (ISEC, SITE, LOIS) |