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ICSE 2019
Sat 25 - Fri 31 May 2019 Montreal, QC, Canada
Fri 31 May 2019 15:00 - 15:10 at Place du Canada - Testing of AI Systems Chair(s): Marija Mikic

The growing use of deep neural networks in safety-critical applications makes it necessary to carry out adequate testing to detect and correct any incorrect behavior for corner case inputs before they can be actually used. Deep neural networks lack an explicit control-flow structure, making it impossible to apply traditional software testing criteria such as code coverage to them. In this paper, we examine existing testing methods for deep neural networks, the opportunities for improvement and the need for a fast, scalable, generalizable end-to-end testing method for deep neural networks. We also propose a coverage criterion for deep neural networks that tries to capture all possible parts of the deep neural network’s logic.

Fri 31 May (GMT-04:00) Eastern Time (US & Canada) change

14:00 - 15:30: Papers - Testing of AI Systems at Place du Canada
Chair(s): Marija MikicGoogle
icse-2019-Technical-Papers14:00 - 14:20
Viet Hung PhamUniversity of Waterloo, Thibaud Lutellier, Weizhen QiUniversity of Science and Technology of China, Lin TanPurdue University
icse-2019-Technical-Papers14:20 - 14:40
Jinhan KimKAIST, Robert FeldtChalmers University of Technology, Shin YooKorea Advanced Institute of Science and Technology
Authorizer link Pre-print
icse-2019-Demonstrations14:40 - 15:00
Youcheng SunUniversity of Oxford, Xiaowei HuangUniversity of Liverpool, Daniel KroeningUniversity of Oxford, James SharpDefence Science and Technology Laboratory (Dstl), Matthew HillDefence Science and Technology Laboratory (Dstl), Rob AshmoreDefence Science and Technology Laboratory (Dstl)
icse-2019-New-Ideas-and-Emerging-Reults15:00 - 15:10
Jasmine SekhonUniversity of Virginia, Cody FlemingUniversity of Virginia
icse-2019-New-Ideas-and-Emerging-Reults15:10 - 15:20
Zenan LiNanjing University, Xiaoxing MaNanjing University, Chang XuNanjing University, Chun CaoNanjing University
icse-2019-New-Ideas-and-Emerging-Reults15:20 - 15:30
Ravi MangalGeorgia Institute of Technology, Aditya Nori, Alessandro OrsoGeorgia Tech