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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

Displayed time zone: Tijuana, Baja California change

10:00 - 10:40
Poster Session: Tool Demonstrations 2Demonstrations at Kensington Ballroom
10:00
40m
Demonstration
TsmartGP: A Tool for Finding Memory Defects with Pointer Analysis
Demonstrations
Yuexing Wang Tsinghua University, Guang Chen Tsinghua University, Min Zhou Tsinghua University, Ming Gu Tsinghua University, Jiaguang Sun Tsinghua University
10:00
40m
Demonstration
BuRRiTo: A Framework to Extract, Specify, Verify and Analyze Business Rules
Demonstrations
Pavan Kumar Chittimalli TCS Research, Kritika Anand TCS Research, Shrishti Pradhan TCS Research, Sayandeep Mitra TCS Research, Chandan Prakash TCS Research, Rohit Shere TCS Research, Ravindra Naik TCS Research, TRDDC, India
10:00
40m
Demonstration
Lancer: Your Code Tell Me What You Need
Demonstrations
Shufan Zhou School of Electronic Information and Electrical Engineering, Shanghai Jiao Tong University, Beijun Shen School of Electronic Information and Electrical Engineering, Shanghai Jiao Tong University, Hao Zhong Shanghai Jiao Tong University
10:00
40m
Demonstration
TestCov: Robust Test-Suite Execution and Coverage Measurement
Demonstrations
Dirk Beyer LMU Munich, Thomas Lemberger LMU Munich
Pre-print Media Attached File Attached
10:00
40m
Demonstration
Prema: A Tool for Precise Requirements Editing, Modeling and Analysis
Demonstrations
Yihao Huang East China Normal University, Jincao Feng East China Normal University, Hanyue Zheng East China Normal University, Jiayi Zhu East China Normal University, Shang Wang East China Normal University, Siyuan Jiang Eastern Michigan University, Weikai Miao Shanghai Key Lab for Trustworthy Computing, School of Computer Science and Software Engineering, East China Normal University, Geguang Pu East China Normal University&Shanghai Trusted Industrial Control Platform Co., Ltd
10:00
40m
Demonstration
XRaSE: Towards Virtually Tangible Software using Augmented Reality
Demonstrations
Rohit Mehra Accenture Labs, India, Vibhu Saujanya Sharma Accenture Labs, Vikrant Kaulgud Accenture Labs, India, Sanjay Podder Accenture
10:00
40m
Demonstration
MuSC: A Tool for Mutation Testing of Ethereum Smart Contract
Demonstrations
Zixin Li Nanjing University, Haoran Wu State Key Laboratory for Novel Software Technology, Nanjing University, Jiehui Xu Nanjing University, Xingya Wang State Key Laboratory for Novel Software Technology, Nanjing University, Lingming Zhang The University of Texas at Dallas, Zhenyu Chen Nanjing University
10:00
40m
Demonstration
VeriSmart 2.0: Swarm-Based Bug-Finding for Multi-Threaded Programs with Lazy-CSeq
Demonstrations
Bernd Fischer Stellenbosch University, Salvatore La Torre Università degli Studi di Salerno, Gennaro Parlato University of Molise
10:00
40m
Demonstration
DeepMutation++: a Mutation Testing Framework for Deep Learning Systems
Demonstrations
Qiang Hu Kyushu University, Japan, Lei Ma Kyushu University, Xiaofei Xie Nanyang Technological University, Bing Yu Kyushu University, Japan, Yang Liu Nanyang Technological University, Singapore, Jianjun Zhao Kyushu University
10:00
40m
Demonstration
Manticore: A User-Friendly Symbolic Execution Framework for Binaries and Smart Contracts
Demonstrations
Mark Mossberg Trail of Bits, Felipe Manzano Trail of Bits, Eric Hennenfent Trail of Bits, Alex Groce Northern Arizona University, Gustavo Grieco Trail of Bits, Josselin Feist Trail of Bits, Trent Brunson Trail of Bits, Artem Dinaburg Trail of Bits
Media Attached
10:00
40m
Demonstration
ConVul: An Effective Tool for Detecting Concurrency Vulnerabilities
Demonstrations
Ruijie Meng University of Chinese Academy of Sciences, Biyun Zhu University of Chinese Academy of Sciences, Hao Yun University of Chinese Academy of Sciences, Haicheng Li University of Chinese Academy of Sciences, Yan Cai Institute of Software, Chinese Academy of Sciences, Zijiang Yang Western Michigan University
10:00
40m
Demonstration
mCUTE: A Model-level Concolic Unit Testing Engine for UML State Machines
Demonstrations
Reza Ahmadi Queen's University, Karim Jahed Queen's University, Juergen Dingel Queen's University, Kingston, Ontario

Thu 14 Nov

Displayed time zone: Tijuana, Baja California change

10:40 - 12:20
Deep ModelsResearch Papers / Demonstrations at Cortez 2&3
Chair(s): Nazareno Aguirre Dept. of Computer Science FCEFQyN, University of Rio Cuarto
10:40
20m
Talk
Wuji: Automatic Online Combat Game Testing Using Evolutionary Deep Reinforcement LearningACM SIGSOFT Distinguished Paper Award
Research Papers
Yan Zheng Tianjin University, Xiaofei Xie Nanyang Technological University, Ting Su ETH Zurich, Lei Ma Kyushu University, Jianye Hao Tianjin University, Zhaopeng Meng Tianjin University, Yang Liu Nanyang Technological University, Singapore, Ruimin Shen Fuxi AI Lab in Netease, Yinfeng Chen Fuxi AI Lab in Netease, Changjie Fan Fuxi AI Lab in Netease
Link to publication Pre-print
11:00
20m
Talk
A Study of Oracle Approximations in Testing Deep Learning Libraries
Research Papers
Mahdi Nejadgholi Concordia University, Jinqiu Yang Concordia University, Montreal, Canada
11:20
20m
Talk
Property Inference for Deep Neural Networks
Research Papers
Divya Gopinath Carnegie Mellon University, Hayes Converse The University of Texas at Austin, Corina S. Pasareanu Carnegie Mellon University Silicon Valley, NASA Ames Research Center, Ankur Taly Google
11:40
20m
Talk
An Empirical Study towards Characterizing Deep Learning Development and Deployment across Different Frameworks and Platforms
Research Papers
Qianyu Guo Tianjin University, Sen Chen Nanyang Technological University, Singapore, Xiaofei Xie Nanyang Technological University, Lei Ma Kyushu University, Qiang Hu Kyushu University, Japan, Hongtao Liu Tianjin University, Yang Liu Nanyang Technological University, Singapore, Jianjun Zhao Kyushu University, Li Xiaohong TianJin University
Pre-print
12:00
10m
Demonstration
DeepMutation++: a Mutation Testing Framework for Deep Learning Systems
Demonstrations
Qiang Hu Kyushu University, Japan, Lei Ma Kyushu University, Xiaofei Xie Nanyang Technological University, Bing Yu Kyushu University, Japan, Yang Liu Nanyang Technological University, Singapore, Jianjun Zhao Kyushu University
12:10
10m
Demonstration
DeepHunter: A Coverage-Guided Fuzzer for Deep Neural Networks
Demonstrations
Xiaofei Xie Nanyang Technological University, Hongxu Chen Nanyang Technological University, Yi Li Nanyang Technological University, Lei Ma Kyushu University, Yang Liu Nanyang Technological University, Singapore, Jianjun Zhao Kyushu University