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

10:00 - 10:40: Poster Session: Tool Demonstrations 2Demonstrations at Kensington Ballroom
10:00 - 10:40
Demonstration
TsmartGP: A Tool for Finding Memory Defects with Pointer Analysis
Demonstrations
Yuexing WangTsinghua University, Guang ChenTsinghua University, Min ZhouTsinghua University, Ming GuTsinghua University, Jiaguang SunTsinghua University
10:00 - 10:40
Demonstration
BuRRiTo: A Framework to Extract, Specify, Verify and Analyze Business Rules
Demonstrations
Pavan ChittimalliTCS Research, Kritika AnandTCS Research, Shrishti PradhanTCS Research, Sayandeep MitraTCS Research, Chandan PrakashTCS Research, Rohit ShereTCS Research, Ravindra NaikTCS Research, TRDDC, India
10:00 - 10:40
Demonstration
Lancer: Your Code Tell Me What You Need
Demonstrations
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
10:00 - 10:40
Demonstration
TestCov: Robust Test-Suite Execution and Coverage Measurement
Demonstrations
Dirk BeyerLMU Munich, Thomas LembergerLMU Munich
Pre-print Media Attached File Attached
10:00 - 10:40
Demonstration
Prema: A Tool for Precise Requirements Editing, Modeling and Analysis
Demonstrations
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
10:00 - 10:40
Demonstration
XRaSE: Towards Virtually Tangible Software using Augmented Reality
Demonstrations
Rohit MehraAccenture Labs, India, Vibhu Saujanya SharmaAccenture Labs, Vikrant KaulgudAccenture Labs, India, Sanjay PodderAccenture
10:00 - 10:40
Demonstration
MuSC: A Tool for Mutation Testing of Ethereum Smart Contract
Demonstrations
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
10:00 - 10:40
Demonstration
VeriSmart 2.0: Swarm-Based Bug-Finding for Multi-Threaded Programs with Lazy-CSeq
Demonstrations
Bernd FischerStellenbosch University, Salvatore La TorreUniversità degli Studi di Salerno, Gennaro ParlatoUniversity of Molise
10:00 - 10:40
Demonstration
DeepMutation++: a Mutation Testing Framework for Deep Learning Systems
Demonstrations
Qiang HuKyushu University, Japan, Lei MaKyushu University, Xiaofei XieNanyang Technological University, Bing YuKyushu University, Japan, Yang LiuNanyang Technological University, Singapore, Jianjun ZhaoKyushu University
10:00 - 10:40
Demonstration
Manticore: A User-Friendly Symbolic Execution Framework for Binaries and Smart Contracts
Demonstrations
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
10:00 - 10:40
Demonstration
ConVul: An Effective Tool for Detecting Concurrency Vulnerabilities
Demonstrations
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
10:00 - 10:40
Demonstration
mCUTE: A Model-level Concolic Unit Testing Engine for UML State Machines
Demonstrations
Reza AhmadiQueen's University, Karim JahedQueen's University, Juergen DingelQueen's University, Kingston, Ontario

Thu 14 Nov
Times are displayed in time zone: Tijuana, Baja California change

10:40 - 12:20: Deep ModelsPapers / Research Papers / Demonstrations at Cortez 2&3
Chair(s): Nazareno AguirreDept. of Computer Science FCEFQyN, University of Rio Cuarto
10:40 - 11:00
Talk
Wuji: Automatic Online Combat Game Testing Using Evolutionary Deep Reinforcement LearningACM SIGSOFT Distinguished Paper Award
Research Papers
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
11:00 - 11:20
Talk
A Study of Oracle Approximations in Testing Deep Learning Libraries
Research Papers
Mahdi NejadgholiConcordia University, Jinqiu YangConcordia University, Montreal, Canada
11:20 - 11:40
Talk
Property Inference for Deep Neural Networks
Research Papers
Divya GopinathCarnegie Mellon University, Hayes ConverseThe University of Texas at Austin, Corina S. PasareanuCarnegie Mellon University Silicon Valley, NASA Ames Research Center, Ankur TalyGoogle
11:40 - 12:00
Talk
An Empirical Study towards Characterizing Deep Learning Development and Deployment across Different Frameworks and Platforms
Research Papers
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
12:00 - 12:10
Demonstration
DeepMutation++: a Mutation Testing Framework for Deep Learning Systems
Demonstrations
Qiang HuKyushu University, Japan, Lei MaKyushu University, Xiaofei XieNanyang Technological University, Bing YuKyushu University, Japan, Yang LiuNanyang Technological University, Singapore, Jianjun ZhaoKyushu University
12:10 - 12:20
Demonstration
DeepHunter: A Coverage-Guided Fuzzer for Deep Neural Networks
Demonstrations
Xiaofei XieNanyang Technological University, Hongxu ChenNanyang Technological University, Yi LiNanyang Technological University, Lei MaKyushu University, Yang LiuNanyang Technological University, Singapore, Jianjun ZhaoKyushu University