| Presentation | 2018-12-05 Basic Evaluation of Netlist Function Inference using GCN Hiroki Oyama, Motoki Amagasaki, Masahiro Iida, Hiroaki Yasuda, Hiroto Ito, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In recent years, Recently GCN studies on graphs has been conducted.GCN is a kind of deep learning and classifies network attribute by inputting the adjacency relation and feature between graph nodes.In this research, we discussed function inference method using GCN for gate level netlist.We developed logic2vec which is a tool for converting netlist into vector information, and performed functional inference using adder, subtractor, and multiplier.As a result of experiments, it was found that more than 90% of classification accuracy is obtained in adder / subtractor and multiplier. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | GCN / netlist |
| Paper # | VLD2018-44,DC2018-30 |
| Date of Issue | 2018-11-28 (VLD, DC) |
| Conference Information | |
| Committee | VLD / DC / CPSY / RECONF / CPM / ICD / IE / IPSJ-SLDM / IPSJ-EMB / IPSJ-ARC |
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| Conference Date | 2018/12/5(3days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Satellite Campus Hiroshima |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Design Gaia 2018 -New Field of VLSI Design- |
| Chair | Noriyuki Minegishi(Mitsubishi Electric) / Satoshi Fukumoto(Tokyo Metropolitan Univ.) / Koji Nakano(Hiroshima Univ.) / Masato Motomura(Hokkaido Univ.) / Fumihiko Hirose(Yamagata Univ.) / Hideto Hidaka(Renesas) / Takayuki Hamamoto(Tokyo Univ. of Science) / Yutaka Tamiya(Fujitsu Laboratories) / 渡辺 晴美(東海大) / 井上 弘士(九大) |
| Vice Chair | Nozomu Togawa(Waseda Univ.) / Hiroshi Takahashi(Ehime Univ.) / Hidetsugu Irie(Univ. of Tokyo) / Takashi Miyoshi(Fujitsu) / Yuichiro Shibata(Nagasaki Univ.) / Kentaro Sano(RIKEN) / Mayumi Takeyama(Kitami Inst. of Tech.) / Makoto Nagata(Kobe Univ.) / Hideaki Kimata(NTT) / Kazuya Kodama(NII) |
| Secretary | Nozomu Togawa(NTT) / Hiroshi Takahashi(Aizu Univ.) / Hidetsugu Irie(Tokyo Inst. of Tech.) / Takashi Miyoshi(Nihon Univ.) / Yuichiro Shibata(Utsunomiya Univ.) / Kentaro Sano(Hokkaido Univ.) / Mayumi Takeyama(Hiroshima City Univ.) / Makoto Nagata(e-trees.Japan) / Hideaki Kimata(Toyohashi Univ. of Tech.) / Kazuya Kodama(NTT) / (Panasonic) / (Tohoku Univ.) / (KDDI Research) |
| Assistant | / / Yasuaki Ito(Hiroshima Univ.) / Tomoaki Tsumura(Nagoya Inst. of Tech.) / Yuuki Kobayashi(NEC) / Hiroki Nakahara(Tokyo Inst. of Tech.) / Yasuo Kimura(Tokyo Univ. of Tech.) / Hideki Nakazawa(Hirosaki Univ.) / Tomoaki Terasako(Ehime Univ.) / Hiroyuki Ito(Tokyo Inst. of Tech.) / Masatoshi Tsuge(Socionext) / Tetsuya Hirose(Kobe Univ.) / Kazuya Hayase(NTT) / Yasutaka Matsuo(NHK) / Hiroe Iwasaki(NTT) |
| Paper Information | |
| Registration To | Technical Committee on VLSI Design Technologies / Technical Committee on Dependable Computing / Technical Committee on Computer Systems / Technical Committee on Reconfigurable Systems / Technical Committee on Component Parts and Materials / Technical Committee on Integrated Circuits and Devices / Technical Committee on Image Engineering / Special Interest Group on System and LSI Design Methodology / Special Interest Group on Embedded Systems / Special Interest Group on System Architecture |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Basic Evaluation of Netlist Function Inference using GCN |
| Sub Title (in English) | |
| Keyword(1) | GCN |
| Keyword(2) | netlist |
| 1st Author's Name | Hiroki Oyama |
| 1st Author's Affiliation | Kumamoto University(kumamoto Univ.) |
| 2nd Author's Name | Motoki Amagasaki |
| 2nd Author's Affiliation | Kumamoto University(kumamoto Univ.) |
| 3rd Author's Name | Masahiro Iida |
| 3rd Author's Affiliation | Kumamoto University(kumamoto Univ.) |
| 4th Author's Name | Hiroaki Yasuda |
| 4th Author's Affiliation | MITSUBISHI ELECTRIC ENGINEERING COMPANY LIMITED(MITSUBISHI ELECTRIC ENGINEERING) |
| 5th Author's Name | Hiroto Ito |
| 5th Author's Affiliation | MITSUBISHI ELECTRIC ENGINEERING COMPANY LIMITED(MITSUBISHI ELECTRIC ENGINEERING) |
| Date | 2018-12-05 |
| Paper # | VLD2018-44,DC2018-30 |
| Volume (vol) | vol.118 |
| Number (no) | VLD-334,DC-335 |
| Page | pp.pp.31-36(VLD), pp.31-36(DC), |
| #Pages | 6 |
| Date of Issue | 2018-11-28 (VLD, DC) |