| Presentation | 2020-03-05 A Study Toward Binary Code Generation Using Neural Programmer-Interpreters Masahiko Tsuyama, Ryusuke Miyamoto, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Recent advances in machine learning enables computers to learn algorithms to solve several tasks. Neu-ral Programmer-Interpretersis one of the most famous scheme to learn algorithms, which uses input and outputdata as training samples. In Neural Programmer-Interpreters, basic functions to express algorithm must be givenbefore training to learn algorithms from given training samples. If the basic fucntions are designed considering aninstruction set of a CPU, Neural Programmer-Interpretersmay produce binary code that can be excuted on the CPU. To confirm this idea, this paper tries to train a classifier by Neural Programmer-Interpretersusing basic functionssimilar to the instruction set of RISC-V. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Neural Programmer-Interpreters / Instruction set / Soft-multiplication / Binary code |
| Paper # | VLD2019-115,HWS2019-88 |
| Date of Issue | 2020-02-26 (VLD, HWS) |
| Conference Information | |
| Committee | HWS / VLD |
|---|---|
| Conference Date | 2020/3/4(4days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Okinawa Ken Seinen Kaikan |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Design Technology for System-on-Silicon, Hardware Security, etc. |
| Chair | Shinichi Kawamura(Toshiba) / Nozomu Togawa(Waseda Univ.) |
| Vice Chair | Makoto Ikeda(Univ. of Tokyo) / Yasuhisa Shimazaki(Renesas Electronics) / Daisuke Fukuda(Fujitsu Labs.) |
| Secretary | Makoto Ikeda(SECOM) / Yasuhisa Shimazaki(Kyushu Univ.) / Daisuke Fukuda(Univ. of Aizu) |
| Assistant | / Kazuki Ikeda(Hitachi) |
| Paper Information | |
| Registration To | Technical Committee on Hardware Security / Technical Committee on VLSI Design Technologies |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | A Study Toward Binary Code Generation Using Neural Programmer-Interpreters |
| Sub Title (in English) | |
| Keyword(1) | Neural Programmer-Interpreters |
| Keyword(2) | Instruction set |
| Keyword(3) | Soft-multiplication |
| Keyword(4) | Binary code |
| 1st Author's Name | Masahiko Tsuyama |
| 1st Author's Affiliation | Meiji University(Meiji Univ.) |
| 2nd Author's Name | Ryusuke Miyamoto |
| 2nd Author's Affiliation | Meiji University(Meiji Univ.) |
| Date | 2020-03-05 |
| Paper # | VLD2019-115,HWS2019-88 |
| Volume (vol) | vol.119 |
| Number (no) | VLD-443,HWS-444 |
| Page | pp.pp.125-130(VLD), pp.125-130(HWS), |
| #Pages | 6 |
| Date of Issue | 2020-02-26 (VLD, HWS) |