| Presentation | 2020-05-09 On Power and limitation of adversarial example attacks Kouichi Sakurai, |
|---|---|
| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | A risk of adversarial example attacks which cause deep learning to make wrong decisions is getting serious even from a cybersecurity perspective. Research papers on various attacks and defenses have already been published. Some studies have claimed that the adversarial attack are a kind of an intrinsic property of deep learning itself. A famous crypto analysist Adi Shamir introduced combinatorial geometry theory to elucidate the adversarial example attacks and experimentally succeeded to confirm the validity of his attack search algorithm. In this article, in addition to an introduction of Shamir's research, we report recent research progress on the power and limitations of adversarial example attacks. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Deep learning / dversarial examples / activate function / combinatoric geometry / cyber science |
| Paper # | COMP2020-5 |
| Date of Issue | 2020-05-02 (COMP) |
| Conference Information | |
| Committee | COMP / IPSJ-AL |
|---|---|
| Conference Date | 2020/5/9(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | National Institute of Informatics |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Toshihiro Fujito(Toyohashi Univ. of Tech.) |
| Vice Chair | Shinichi Nakano(Gunma Univ.) |
| Secretary | Shinichi Nakano(Nagoya Univ) / (Univ. of Hyogo) |
| Assistant | Kazuhisa Seto(Seikei Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Theoretical Foundations of Computing / Special Interest Group on Algorithms |
|---|---|
| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | On Power and limitation of adversarial example attacks |
| Sub Title (in English) | |
| Keyword(1) | Deep learning |
| Keyword(2) | dversarial examples |
| Keyword(3) | activate function |
| Keyword(4) | combinatoric geometry |
| Keyword(5) | cyber science |
| 1st Author's Name | Kouichi Sakurai |
| 1st Author's Affiliation | Kyushu University(Kyushu Univ.) |
| Date | 2020-05-09 |
| Paper # | COMP2020-5 |
| Volume (vol) | vol.120 |
| Number (no) | COMP-13 |
| Page | pp.pp.33-36(COMP), |
| #Pages | 4 |
| Date of Issue | 2020-05-02 (COMP) |