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ICSE 2020
Mon 5 - Sun 11 October 2020 Location to be announced
Tue 6 Oct 2020 11:50 - 12:10 at TBD1 - Deep Learning Testing and Debugging 1

Deep learning (DL) applications are becoming increasingly popular. Their reliabilities largely depend on the performance of DL models integrated in these applications. Traditional techniques need to retrain the models or rebuild and redeploy the applications for coping with unexpected conditions beyond the models’ handling capabilities. In this paper, we take a fault tolerance approach, DISSECTOR, to distinguishing those inputs that represent unexpected conditions (beyond-inputs) from normal inputs that are still within the models’ handling capabilities (within-inputs), thus keeping the applications still function with expected reliabilities. The key insight of DISSECTOR is that a DL model should interpret a within-input with increasing confidence, while a beyond-input would probably cause confused guesses in the prediction process. DISSECTOR works in an application-specific way, adaptive to DL models used in applications, and extremely efficiently, scalable to large-size datasets from complex scenarios. The experimental evaluation shows that DISSECTOR outperformed state-of-the-art techniques in the effectiveness (AUC: avg. 0.8935 and up to 0.9894) and efficiency (runtime overhead: only 3.3–5.8 milliseconds). Besides, it also exhibited encouraging usefulness in defensing against adversarial inputs (AUC: avg. 0.9983) and improving a DL model’s actual accuracy in use (up to 16% for CIFAR-100 and 20% for ImageNet).

Tue 6 Oct (GMT+09:00) Seoul change

10:50 - 12:30: Paper Presentations - Deep Learning Testing and Debugging 1 at TBD1
Demonstrations10:50 - 11:00
Michele TufanoMicrosoft, Jason KimkoWilliam & Mary, Shiya WangWilliam & Mary, Cody WatsonWashington and Lee University, Gabriele BavotaUniversità della Svizzera italiana, Massimiliano Di PentaUniversity of Sannio, Denys PoshyvanykWilliam and Mary
icse-2020-New-Ideas-and-Emerging-Results11:00 - 11:10
Taejoon ByunUniversity of Minnesota, Sanjai RayadurgamUniversity of Minnesota
icse-2020-papers11:10 - 11:30
Simos GerasimouUniversity of York, UK, Hasan Ferit EniserMPI-SWS, Alper SenBogazici University, Turkey, Alper ÇakanBogazici University, Turkey
icse-2020-papers11:30 - 11:50
Brandon PaulsenUniversity of Southern California, Jingbo WangUniversity of Southern California, Chao WangUSC
icse-2020-papers11:50 - 12:10
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 Ma, Jian LuNanjing University
icse-2020-papers12:10 - 12:30
Xiyue ZhangPeking University, Xiaofei XieNanyang Technological University, Lei MaKyushu University, Xiaoning DuNanyang Technological University, Qiang HuKyushu University, Japan, Yang LiuNanyang Technological University, Singapore, Jianjun ZhaoKyushu University, Meng SunPeking University