White-box Fairness Testing through Adversarial Sampling
Technical
Although deep neural networks (DNNs) have demonstrated astonishing performance in many applications, there are still concerns on their dependability. One desirable property of DNN for applications with societal impact is fairness (i.e., non-discrimination). In this work, we propose a scalable approach for searching individual discriminatory instances of DNN. Compared with state-of-the-art methods, our approach only employs lightweight procedures like gradient computation and clustering, which makes it significantly more scalable than existing methods. Experimental results show that our approach explores the search space more effectively (9 times) and generates much more individual discriminatory instances (25 times) using much less time (half to 1/7).
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08:05 - 09:05: Paper Presentations - I5-Deep Learning Testing and Debugging at Goguryeo Chair(s): Pooyan JamshidiUniversity of South Carolina | ||||||||||||||||||||||||||||||||||||||||||
| 08:05 - 08:17 Talk | Huiyan WangState Key Lab. for Novel Software Tech. and Dept. of Comp. Sci. and Tech., Nanjing University, Nanjing, China, Jingwei XuNanjing University, Chang XuNanjing University, Xiaoxing MaNanjing University, Jian LuNanjing University | |||||||||||||||||||||||||||||||||||||||||
| 08:17 - 08:29 Talk | Peixin ZhangZhejiang University, Jingyi WangNational University of Singapore, Singapore, Jun SunSingapore Management University, Guoliang DongComputer College of Zhejiang University, Xinyu WangZhejiang University, Xingen WangZhejiang University, Jin Song DongNational University of Singapore, Dai TingHuawei Corporation | |||||||||||||||||||||||||||||||||||||||||
| 08:29 - 08:32 Talk | Salah GhamiziSntT - University of Luxembourg, Maxime CordySnT, University of Luxembourg, Mike PapadakisUniversity of Luxembourg, Yves Le TraonUniversity of Luxembourg | |||||||||||||||||||||||||||||||||||||||||
| 08:32 - 08:35 Talk | Yongqiang TIANThe Hong Kong University of Science and Technology, Zhihua ZengZhejiang University, Ming WenHuazhong University of Science and Technology, China, Yepang LiuSouthern University of Science and Technology, Tzu-yang KuoThe Hong Kong University of Science and Technology, Shing-Chi CheungDepartment of Computer Science and Engineering, The Hong Kong University of Science and Technology | |||||||||||||||||||||||||||||||||||||||||
| 08:35 - 08:47 Talk | Nargiz HumbatovaUniversità della Svizzera italiana, Gunel JahangirovaUniversità della Svizzera italiana, Gabriele BavotaUniversità della Svizzera italiana, Vincenzo RiccioUniversità della Svizzera italiana, Andrea StoccoUniversità della Svizzera italiana, Paolo TonellaUniversità della Svizzera italiana | |||||||||||||||||||||||||||||||||||||||||
| 08:47 - 08:59 Talk | Ru ZhangMicrosoft Research, Wencong XiaoAlibaba, Hongyu ZhangUniversity of Newcastle, Australia, Yu LiuMicrosoft Research, Haoxiang LinMicrosoft Research, Mao YangMicrosoft Research | |||||||||||||||||||||||||||||||||||||||||