| Presentation | 2023-03-13 Dynamic Analysis of Adversarial Attacks Kentaro Goto, Masato Uchida, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In this study, we propose a method for identifying the characteristics of attack methods by operating them as “samples” as the first step in defending against adversarial attacks, which are recognized as a serious vul- nerability in machine learning. We call this “dynamic analysis” in this study. By observing the success or failure of individual attacks at the sample level, we can determine that the micro behaviours observed by this “dynamic analysis” are practically equivalent to each other, even if the design and the intention of the creator of the algorithms are different. The findings of this study are as follows: (1) the superiority or similarity of attack methods is not fixed, but varies depending on the combination of defense methods; (2) recently proposed attack methods are not necessarily stronger, some attack methods proposed in the early stages are still strong; (3) the superiority of attack methods depends on how successful they can attack samples that are close to the decision boundary. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Adversarial Example / Dynamic Analysis |
| Paper # | ICSS2022-52 |
| Date of Issue | 2023-03-06 (ICSS) |
| Conference Information | |
| Committee | ICSS / IPSJ-SPT |
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| Conference Date | 2023/3/13(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Okinawaken Seinenkaikan |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Security, Trust, etc. |
| Chair | Katsunari Yoshioka(Yokohama National Univ.) |
| Vice Chair | Takahiro Kasama(NICT) / Akira Yamada(KDDI labs.) |
| Secretary | Takahiro Kasama(Okayama Univ.) / Akira Yamada(Mitsubishi Electric) |
| Assistant | Takeshi Sugawara(Univ. of Electro-Comm.) / Yo Kanemoto(NTT) |
| Paper Information | |
| Registration To | Technical Committee on Information and Communication System 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) | Dynamic Analysis of Adversarial Attacks |
| Sub Title (in English) | |
| Keyword(1) | Adversarial Example |
| Keyword(2) | Dynamic Analysis |
| 1st Author's Name | Kentaro Goto |
| 1st Author's Affiliation | Japan Network Information Center(JPNIC) |
| 2nd Author's Name | Masato Uchida |
| 2nd Author's Affiliation | Waseda University(Waseda Univ.) |
| Date | 2023-03-13 |
| Paper # | ICSS2022-52 |
| Volume (vol) | vol.122 |
| Number (no) | ICSS-422 |
| Page | pp.pp.25-30(ICSS), |
| #Pages | 6 |
| Date of Issue | 2023-03-06 (ICSS) |