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ASE 2019
Sun 10 - Fri 15 November 2019 San Diego, California, United States
Tue 12 Nov 2019 10:00 - 10:40 at Kensington Ballroom - Poster Session: Tool Demonstrations 1
Tue 12 Nov 2019 12:10 - 12:20 at Cortez 2&3 - AI and SE Chair(s): Kaiyuan Wang

Recurrent neural network (RNN) has achieved great success in processing sequential inputs for applications such as automatic speech recognition, natural language processing and machine translation. However, quality and reliability issues of RNNs make them vulnerable to adversarial attacks and hinder their deployment in real-world applications. In this paper, we propose a quantitative analysis framework — DeepStellar — to pave the way for effective security and quality analysis of software systems powered by RNNs. DeepStellar is generic to handle various RNN architectures, including LSTM and GRU, scalable to work on industrial-grade RNN models, and extensible to develop customized analyzers and tools. We demonstrated that, with DeepStellar, users are able to design efficient test generation tools, and develop effective adversarial sample detectors. We evaluated the developed applications on three real RNN models, including speech recognition and image classification.
DeepStellar outperforms existing approaches three hundred times in generating defect-triggering tests and achieves 97% accuracy in detecting adversarial attacks. A video demonstration which shows the main features of DeepStellar is available at https://sites.google.com/view/deepstellar/home/tool-demo.

Tue 12 Nov
Times are displayed in time zone: Tijuana, Baja California change

10:00 - 10:40: Poster Session: Tool Demonstrations 1Demonstrations at Kensington Ballroom
10:00 - 10:40
Demonstration
Demonstrations
Bruno Miguel Sotto-Mayor de Castro MachadoIST, University of Lisbon, Alexandre PerezPalo Alto Research Center, Rui AbreuInstituto Superior Técnico, U. Lisboa & INESC-ID
10:00 - 10:40
Demonstration
Demonstrations
Xiaoning DuNanyang Technological University, Xiaofei XieNanyang Technological University, Yi LiNanyang Technological University, Lei MaKyushu University, Yang LiuNanyang Technological University, Singapore, Jianjun ZhaoKyushu University
10:00 - 10:40
Demonstration
Demonstrations
Li ChiTsinghua University, Zuxing GuSchool of Software, Tsinghua University, Min ZhouTsinghua University, Ming GuTsinghua University, Hongyu ZhangThe University of Newcastle
10:00 - 10:40
Demonstration
Demonstrations
Dennis ReulingSoftware Engineering Group, University of Siegen, Udo KelterSoftware Engineering Group, University of Siegen, Sebastian RulandTU Darmstadt, Real-time Systems Lab, Malte LochauTU Darmstadt
Pre-print Media Attached File Attached
10:00 - 10:40
Demonstration
Demonstrations
Mohammad AfzalTata Cosultancy Services, A AsiaTata Cosultancy Services, Avriti ChauhanTata Cosultancy Services, Bharti ChimdyalwarTata Consultancy Services, Priyanka DarkeTata Consultancy Services, Advaita DatarTata Consultancy Services Ltd, Shrawan KumarTata Cosultancy Services, R VenkateshTata Research Development and Design Centre
10:00 - 10:40
Demonstration
Demonstrations
Xiaofei XieNanyang Technological University, Hongxu ChenNanyang Technological University, Yi LiNanyang Technological University, Lei MaKyushu University, Yang LiuNanyang Technological University, Singapore, Jianjun ZhaoKyushu University
10:00 - 10:40
Demonstration
Demonstrations
Xutong MaInstitute of Software, Chinese Academy of Sciences, Jiwei YanInstitute of Software, Chinese Academy of Sciences, Yaqi LiInstitute of Software, Chinese Academy of Sciences, Jun YanInstitute of Software, Chinese Academy of Sciences, Jian ZhangInstitute of Software, Chinese Academy of Sciences
10:00 - 10:40
Demonstration
Demonstrations
Shengcheng YuNanjing University, China, Chunrong FangNanjing University, Yang FengUniversity of California, Irvine, Wenyuan ZhaoNanjing University, Zhenyu ChenNanjing University
File Attached
10:00 - 10:40
Demonstration
Demonstrations
Xiao LiuSchool of Information Technology, Deakin University, Lingmin FanSchool of Computer Science and Technology, Anhui University, Jia XuSchool of Computer Science and Technology, Anhui University, Xuejun LiSchool of Computer Science and Technology, Anhui University, Lina GongSchool of Computer Science and Technology, Anhui University, John GrundyMonash University, Yun YangSwinburne University of Technology
10:00 - 10:40
Demonstration
Demonstrations
Da LiState Key Lab. for Novel Software Tech. and Dept. of Comp. Sci. and Tech., Nanjing University, Nanjing, China, Huiyan WangState Key Lab. for Novel Software Tech. and Dept. of Comp. Sci. and Tech., Nanjing University, Nanjing, China, Chang XuNanjing University, Ruiqing ZhangSearch Tech. Center Asia, Microsoft, Suzhou, China, Shing-Chi CheungDepartment of Computer Science and Engineering, The Hong Kong University of Science and Technology, Xiaoxing MaState Key Lab. for Novel Software Tech. and Dept. of Comp. Sci. and Tech., Nanjing University
10:00 - 10:40
Demonstration
Demonstrations
Ignacio LagunaLawrence Livermore National Laboratory
10:00 - 10:40
Demonstration
Demonstrations
Mojtaba BagherzadehQueen's University, Karim JahedQueen's University, Nafiseh KahaniQueen's University, Juergen DingelQueen's University, Kingston, Ontario
Pre-print
10:40 - 12:20: AI and SEPapers / Research Papers / Journal First Presentations / Demonstrations at Cortez 2&3
Chair(s): Kaiyuan WangGoogle, Inc.
10:40 - 11:00
Talk
Research Papers
Kang Hong JinSchool of Information Systems, Singapore Management University, Tegawendé F. BissyandéSnT, University of Luxembourg, David LoSingapore Management University
Pre-print
11:00 - 11:20
Talk
Research Papers
Yao WanZhejiang University, Jingdong ShuZhejiang University, Yulei SuiUniversity of Technology Sydney, Australia, Guandong XuUniversity of Technology, Sydney, Zhou ZhaoZhejiang University, Jian WuZhejiang University, philip yuUniversity of Illinois at Chicago
11:20 - 11:40
Talk
Research Papers
Christoph GladischCorporate Research, Robert Bosch GmbH, Thomas HeinzCorporate Research, Robert Bosch GmbH, Christian HeinzemannCorporate Research, Robert Bosch GmbH, Jens OehlerkingCorporate Research, Robert Bosch GmbH, Anne von VietinghoffCorporate Research, Robert Bosch GmbH, Tim PfitzerRobert Bosch Automotive Steering GmbH
11:40 - 12:00
Talk
Journal First Presentations
Yan XiaoDepartment of Computer Science, City University of Hong Kong, Jacky KeungDepartment of Computer Science, City University of Hong Kong, Kwabena E. BenninBlekinge Institute of Technology, SERL Sweden, Qing MiDepartment of Computer Science, City University of Hong Kong
Link to publication
12:00 - 12:10
Talk
Research Papers
Nghi Duy Quoc BuiSingapore Management University, Singapore, Yijun YuThe Open University, UK, Lingxiao JiangSingapore Management University
Pre-print
12:10 - 12:20
Demonstration
Demonstrations
Xiaoning DuNanyang Technological University, Xiaofei XieNanyang Technological University, Yi LiNanyang Technological University, Lei MaKyushu University, Yang LiuNanyang Technological University, Singapore, Jianjun ZhaoKyushu University