| Presentation | 2020-03-02 Search for Similar Binary Code in Cross-Architecture Using Neural Machine Translation Model Moritoshi Aoyanagi, Hidenori Tsuji, Masaki Hashimoto, |
|---|---|
| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Binary code similarity comparison plays an important role in binary code analysis, vulnerability detection, and stolen code detection. However, most studies on the similarity comparison of binary codes are limited to the similarity comparison between binary codes of a single architecture, and it is not possible to compare the similarity of binary codes between different architectures. On the other hand, with the increase of IoT devices and the increase of IoT malware targeting them, the demand for methods to compare the similarity of binary codes between different architectures is increasing. In this paper, we propose a method to search for similar binary codes by comparing the similarity between binary codes of x86-64 and ARM using a neural machine translation model. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | machine learning / static analysis / natural language processing |
| Paper # | ICSS2019-75 |
| Date of Issue | 2020-02-24 (ICSS) |
| Conference Information | |
| Committee | ICSS / IPSJ-SPT |
|---|---|
| Conference Date | 2020/3/2(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Okinawa-Ken-Seinen-Kaikan |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Security, Trust, etc. |
| Chair | Hiroki Takakura(NII) |
| Vice Chair | Katsunari Yoshioka(Yokohama National Univ.) / Kazunori Kamiya(NTT) |
| Secretary | Katsunari Yoshioka(NICT) / Kazunori Kamiya(KDDI labs.) |
| Assistant | Keisuke Kito(Mitsubishi Electric) / Toshihiro Yamauchi(Okayama Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Information and Communication System Security / Special Interest Group on Security Psychology and Trust |
|---|---|
| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Search for Similar Binary Code in Cross-Architecture Using Neural Machine Translation Model |
| Sub Title (in English) | |
| Keyword(1) | machine learning |
| Keyword(2) | static analysis |
| Keyword(3) | natural language processing |
| 1st Author's Name | Moritoshi Aoyanagi |
| 1st Author's Affiliation | Institute of Information Security(IISEC) |
| 2nd Author's Name | Hidenori Tsuji |
| 2nd Author's Affiliation | Institute of Information Security(IISEC) |
| 3rd Author's Name | Masaki Hashimoto |
| 3rd Author's Affiliation | Institute of Information Security(IISEC) |
| Date | 2020-03-02 |
| Paper # | ICSS2019-75 |
| Volume (vol) | vol.119 |
| Number (no) | ICSS-437 |
| Page | pp.pp.43-48(ICSS), |
| #Pages | 6 |
| Date of Issue | 2020-02-24 (ICSS) |