| Presentation | 2018-11-05 [Poster Presentation] Watermarking of Neural Network with Exponential Weighting Parameters Ryota Namba, Jun Sakuma, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Deep learning has been achieving top performance in many tasks. Since training of a deep learning model requires a great deal of cost, neural network models need to be treated as valuable intellectual properties. One concern in such a situation is that some malicious user might redistribute the model or provide a prediction service using the model without permission. One promising solution is digital watermarking, to embed a mechanism into the model so that the owner of the model can verify the ownership of the model externally. In this study, we present a novel watermarking method that is tolerant of both model modification and query modification. We experimentally show that our watermarking method achieves high verification performance even under a malicious attempt of unauthorized model users such as model modification and query modification. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | machine learning / deep learning / digital watermarking |
| Paper # | IBISML2018-63 |
| Date of Issue | 2018-10-29 (IBISML) |
| Conference Information | |
| Committee | IBISML |
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| Conference Date | 2018/11/5(3days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Hokkaido Citizens Activites Center (Kaderu 2.7) |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Information-Based Induction Science Workshop (IBIS2018) |
| Chair | Hisashi Kashima(Kyoto Univ.) |
| Vice Chair | Masashi Sugiyama(Univ. of Tokyo) / Koji Tsuda(Univ. of Tokyo) |
| Secretary | Masashi Sugiyama(Nagoya Inst. of Tech.) / Koji Tsuda(AIST) |
| Assistant | Tomoharu Iwata(NTT) / Shigeyuki Oba(Kyoto Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Infomation-Based Induction Sciences and Machine Learning |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | [Poster Presentation] Watermarking of Neural Network with Exponential Weighting Parameters |
| Sub Title (in English) | |
| Keyword(1) | machine learning |
| Keyword(2) | deep learning |
| Keyword(3) | digital watermarking |
| 1st Author's Name | Ryota Namba |
| 1st Author's Affiliation | University of Tsukuba(Tsukuba Univ.) |
| 2nd Author's Name | Jun Sakuma |
| 2nd Author's Affiliation | University of Tsukuba/riken AIP(Tsukuba Univ./riken) |
| Date | 2018-11-05 |
| Paper # | IBISML2018-63 |
| Volume (vol) | vol.118 |
| Number (no) | IBISML-284 |
| Page | pp.pp.143-150(IBISML), |
| #Pages | 8 |
| Date of Issue | 2018-10-29 (IBISML) |