| Presentation | 2023-07-24 Non-profiled Side-channel Attacks by using Clustering Scores in Deep Learning model (1) Mizuki Nagahisa, Fukuda Yuta, Yoshida Kota, Fujino Takeshi, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In 2019, Differential Deep Learning Analysis (DDLA) was proposed as a deep-learning based side-channel attack in non-profiled scenario. DDLA need to train a deep learning model corresponding to candidate key and every byte, which requires a high computational cost. In SCIS2023, we proposed a non-profiled DL-SCA based on cluster analysis of latent variables on an auto encoder (AE) which is trained by inputting power consumption waveforms acquired from software-implementationed AES. We demonstrated that all key bytes can be revealed in 1/500 times faster than DDLA. In this paper, we report the results of non-profiled DL-SCA with AE against hardware-implemented AES, where all the key bytes are successfully revealed. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Side Channel Analysis / Deep-Learning / Non-Profiling / Auto Encoder / Hardware-implemented AES |
| Paper # | ISEC2023-14,SITE2023-8,BioX2023-17,HWS2023-14,ICSS2023-11,EMM2023-14 |
| Date of Issue | 2023-07-17 (ISEC, SITE, BioX, HWS, ICSS, EMM) |
| Conference Information | |
| Committee | EMM / BioX / ISEC / SITE / ICSS / HWS / IPSJ-CSEC / IPSJ-SPT |
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| Conference Date | 2023/7/24(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Hokkaido Jichiro Kaikan |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Michiharu Niimi(Kyushu Inst. of Tech.) / hironobu Takano(Toyama Prefectural Univ.) / Goichiro Hanaoka(AIST) / Takushi Otani(Kibi International Univ.) / Daisuke Inoue(NICT) / Daisuke Suzuki(Mitsubishi Electric) |
| Vice Chair | Kotaro Sonoda(Nagasaki Univ.) / Hyunho Kang(NIT, Tokyo) / Norihiro Okui(KDDI Research) / Emiko Sano(Kubota) / Junji Shikata(Yokohama National Univ.) / Shinsaku Kiyomoto(KDDI Research) / Soichiro Morishita(Cyber Agent) / Takeo Tatsumi(Open Univ. of Japan) / Akira Yamada(Kobe Univ.) / Toshihiro Yamauchi(Okayama Univ.) / Yuichi Hayashi(NAIST) / Toru Akishita(Sony Semiconductor Solutions) |
| Secretary | Kotaro Sonoda(Hiroshima City Univ.) / Hyunho Kang(Osaka Inst. of Tech.) / Norihiro Okui(NEC) / Emiko Sano(Gunma Univ) / Junji Shikata(AIST) / Shinsaku Kiyomoto(Toshiba) / Soichiro Morishita(NRI-Secure) / Takeo Tatsumi(Fukuoka Inst. of Tech.) / Akira Yamada(Mitsubishi Electric) / Toshihiro Yamauchi(Univ. of Electro-Comm.) / Yuichi Hayashi(Sony Semiconductor Solutions) / Toru Akishita(AIST) |
| Assistant | Naofumi Aoki(Hokkaido Univ.) / Kazuaki Nakamura(Tokyo Univ. of Science) / Tomokazu Kawahara(Toshiba) / Shinichi Shirakawa(Yokohama National Univ.) / Hiroki Okada(KDDI Research) / Yusuke Kaneko(Japan Research Institute) / Yo Kanemoto(NTT) / Masaya Sato(Okayama Prefectural Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Enriched MultiMedia / Technical Committee on Biometrics / Technical Committee on Information Security / Technical Committee on Social Implications of Technology and Information Ethics / Technical Committee on Information and Communication System Security / Technical Committee on Hardware Security / Special Interest Group on Computer Security / Special Interest Group on Security Psychology and Trust |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Non-profiled Side-channel Attacks by using Clustering Scores in Deep Learning model (1) |
| Sub Title (in English) | Attacks by using Auto Encoder against hardware-implemented AES |
| Keyword(1) | Side Channel Analysis |
| Keyword(2) | Deep-Learning |
| Keyword(3) | Non-Profiling |
| Keyword(4) | Auto Encoder |
| Keyword(5) | Hardware-implemented AES |
| 1st Author's Name | Mizuki Nagahisa |
| 1st Author's Affiliation | Ritsumei University(Ristumei Univ) |
| 2nd Author's Name | Fukuda Yuta |
| 2nd Author's Affiliation | Ritsumei University(Ristumei Univ) |
| 3rd Author's Name | Yoshida Kota |
| 3rd Author's Affiliation | Ritsumei University(Ristumei Univ) |
| 4th Author's Name | Fujino Takeshi |
| 4th Author's Affiliation | Ritsumei University(Ristumei Univ) |
| Date | 2023-07-24 |
| Paper # | ISEC2023-14,SITE2023-8,BioX2023-17,HWS2023-14,ICSS2023-11,EMM2023-14 |
| Volume (vol) | vol.123 |
| Number (no) | ISEC-129,SITE-130,BioX-131,HWS-132,ICSS-133,EMM-134 |
| Page | pp.pp.1-6(ISEC), pp.1-6(SITE), pp.1-6(BioX), pp.1-6(HWS), pp.1-6(ICSS), pp.1-6(EMM), |
| #Pages | 6 |
| Date of Issue | 2023-07-17 (ISEC, SITE, BioX, HWS, ICSS, EMM) |