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ASE 2019
Sun 10 - Fri 15 November 2019 San Diego, California, United States
Wed 13 Nov 2019 10:00 - 10:40 at Kensington Ballroom - Poster Session: Tool Demonstrations 2
Thu 14 Nov 2019 12:00 - 12:10 at Cortez 2&3 - Deep Models Chair(s): Nazareno Aguirre

Deep neural networks~(DNNs) are increasingly expanding their real-world applications across domains, e.g., image processing, speech recognition and natural language processing. However, there is still limited tool support for DNN testing in terms of test data quality and model robustness. In this paper, we introduce a mutation testing-based tool for DNNs, DeepMutation++, which facilitates the DNN quality evaluation, supporting both feed-forward neural networks~(FNNs) and stateful recurrent neural networks~(RNNs). It not only enables to statically analyze the robustness of a DNN model against the input as a whole, but also allows to identify the vulnerable segments of a sequential input (e.g. audio input) by runtime analysis. It is worth noting that DeepMutation++ specially features the support of RNNs mutation testing. The tool demo video can be found on the project website https://sites.google.com/view/deepmutationpp.

Wed 13 Nov

ase-2019-Demonstrations
10:00 - 10:40: Demonstrations - Poster Session: Tool Demonstrations 2 at Kensington Ballroom
ase-2019-Demonstrations10:00 - 10:40
Demonstration
Yuexing WangTsinghua University, Guang ChenTsinghua University, Min ZhouTsinghua University, Ming GuTsinghua University, Jiaguang SunTsinghua University
ase-2019-Demonstrations10:00 - 10:40
Demonstration
Pavan ChittimalliTCS Research, Kritika AnandTCS Research, Shrishti PradhanTCS Research, Sayandeep MitraTCS Research, Chandan PrakashTCS Research, Rohit ShereTCS Research, Ravindra NaikTCS Research, TRDDC, India
ase-2019-Demonstrations10:00 - 10:40
Demonstration
Shufan ZhouSchool of Electronic Information and Electrical Engineering, Shanghai Jiao Tong University, Beijun ShenSchool of Electronic Information and Electrical Engineering, Shanghai Jiao Tong University, Hao ZhongShanghai Jiao Tong University
ase-2019-Demonstrations10:00 - 10:40
Demonstration
Dirk BeyerLMU Munich, Thomas LembergerLMU Munich
Pre-print Media Attached File Attached
ase-2019-Demonstrations10:00 - 10:40
Demonstration
Yihao HuangEast China Normal University, Jincao FengEast China Normal University, Hanyue ZhengEast China Normal University, Jiayi ZhuEast China Normal University, Shang WangEast China Normal University, Siyuan JiangEastern Michigan University, Weikai MiaoShanghai Key Lab for Trustworthy Computing, School of Computer Science and Software Engineering, East China Normal University, Geguang PuEast China Normal University&Shanghai Trusted Industrial Control Platform Co., Ltd
ase-2019-Demonstrations10:00 - 10:40
Demonstration
Rohit MehraAccenture Labs, India, Vibhu Saujanya SharmaAccenture Labs, Vikrant KaulgudAccenture Labs, India, Sanjay PodderAccenture
ase-2019-Demonstrations10:00 - 10:40
Demonstration
Zixin LiNanjing University, Haoran WuState Key Laboratory for Novel Software Technology, Nanjing University, Jiehui XuNanjing University, Xingya WangState Key Laboratory for Novel Software Technology, Nanjing University, Lingming ZhangThe University of Texas at Dallas, Zhenyu ChenNanjing University
ase-2019-Demonstrations10:00 - 10:40
Demonstration
Bernd FischerStellenbosch University, Salvatore La TorreUniversità degli Studi di Salerno, Gennaro ParlatoUniversity of Molise
ase-2019-Demonstrations10:00 - 10:40
Demonstration
Qiang HuKyushu University, Japan, Lei MaKyushu University, Xiaofei XieNanyang Technological University, Bing YuKyushu University, Japan, Yang LiuNanyang Technological University, Singapore, Jianjun ZhaoKyushu University
ase-2019-Demonstrations10:00 - 10:40
Demonstration
Mark MossbergTrail of Bits, Felipe ManzanoTrail of Bits, Eric HennenfentTrail of Bits, Alex GroceTrail of Bits, Gustavo GriecoTrail of Bits, Josselin FeistTrail of Bits, Trent BrunsonTrail of Bits, Artem DinaburgTrail of Bits
Media Attached
ase-2019-Demonstrations10:00 - 10:40
Demonstration
Ruijie MengUniversity of Chinese Academy of Sciences, Biyun ZhuUniversity of Chinese Academy of Sciences, Hao YunUniversity of Chinese Academy of Sciences, Haicheng LiUniversity of Chinese Academy of Sciences, Yan CaiInstitute of Software, Chinese Academy of Sciences, Zijiang YangWestern Michigan University
ase-2019-Demonstrations10:00 - 10:40
Demonstration
Reza AhmadiQueen's University, Karim JahedQueen's University, Juergen DingelQueen's University, Kingston, Ontario

Thu 14 Nov

ase-2019-paper-presentations
10:40 - 12:20: Papers - Deep Models at Cortez 2&3
Chair(s): Nazareno AguirreDept. of Computer Science FCEFQyN, University of Rio Cuarto
ase-2019-papers10:40 - 11:00
Talk
Yan ZhengTianjin University, Xiaofei XieNanyang Technological University, Ting SuETH Zurich, Lei MaKyushu University, Jianye HaoTianjin University, Zhaopeng MengTianjin University, Yang LiuNanyang Technological University, Singapore, Ruimin ShenFuxi AI Lab in Netease, Yinfeng ChenFuxi AI Lab in Netease, Changjie FanFuxi AI Lab in Netease
Link to publication Pre-print
ase-2019-papers11:00 - 11:20
Talk
Mahdi NejadgholiConcordia University, Jinqiu YangConcordia University, Montreal, Canada
ase-2019-papers11:20 - 11:40
Talk
Divya GopinathCarnegie Mellon University, Hayes ConverseThe University of Texas at Austin, Corina S. PasareanuCarnegie Mellon University Silicon Valley, NASA Ames Research Center, Ankur TalyGoogle
ase-2019-papers11:40 - 12:00
Talk
Qianyu GuoTianjin University, Sen ChenNanyang Technological University, Singapore, Xiaofei XieNanyang Technological University, Lei MaKyushu University, Qiang HuKyushu University, Japan, Hongtao LiuTianjin University, Yang LiuNanyang Technological University, Singapore, Jianjun ZhaoKyushu University, Li XiaohongTianJin University
Pre-print
ase-2019-Demonstrations12:00 - 12:10
Demonstration
Qiang HuKyushu University, Japan, Lei MaKyushu University, Xiaofei XieNanyang Technological University, Bing YuKyushu University, Japan, Yang LiuNanyang Technological University, Singapore, Jianjun ZhaoKyushu University
ase-2019-Demonstrations12:10 - 12:20
Demonstration
Xiaofei XieNanyang Technological University, Hongxu ChenNanyang Technological University, Yi LiNanyang Technological University, Lei MaKyushu University, Yang LiuNanyang Technological University, Singapore, Jianjun ZhaoKyushu University