Write a Blog >>
Thu 12 Nov 2020 08:11 - 08:12 at Virtual room 2 - ML Testing 2

Deep neural networks (DNNs) have been applied in safety-critical domains such as self driving cars, aircraft collision avoidance systems, malware detection, etc. In such scenarios, it is important to give a safety guarantee to the robustness property, namely that outputs are invariant under small perturbations on the inputs. For this purpose, several algorithms and tools have been developed recently. In this paper, we present PRODeep, a platform for robustness verification of DNNs. PRODeep incorporates constraint-based, abstraction-based, and optimisation-based robustness checking algorithms. It has a modular architecture, enabling easy comparison of different algorithms. With experimental results, we illustrate the use of the tool, and easy combination of those techniques.

Thu 12 Nov
Times are displayed in time zone: (UTC) Coordinated Universal Time change

08:00 - 08:02
Talk
Research Papers
Fuyuan ZhangMPI-SWS, Germany, Sankalan Pal ChowdhuryMPI-SWS, Germany, Maria ChristakisMPI-SWS
DOI
08:03 - 08:04
Talk
Paper Presentations
Ján ČegiňFaculty of Informatics and Information Technologies Slovak Technical University
08:05 - 08:06
Talk
Journal First
Jie M. ZhangUniversity College London, UK, Mark HarmanUniversity College London, UK, Lei MaKyushu University, Yang LiuNanyang Technological University, Singapore
08:07 - 08:08
Talk
Research Papers
Shashij GuptaIIT Bombay, India, Pinjia HeETH Zurich, Switzerland, Clara MeisterETH Zurich, Switzerland, Zhendong SuETH Zurich
DOI
08:09 - 08:10
Talk
Research Papers
Vincenzo RiccioUSI Lugano, Switzerland, Paolo TonellaUSI Lugano, Switzerland
DOI
08:11 - 08:12
Talk
Tool Demos
Renjue LiInstitute of Software at Chinese Academy of Sciences, China, Jianlin LiInstitute of Software at Chinese Academy of Sciences, China, Cheng-Chao HuangInstitute of Intelligent Software, China, Pengfei YangInstitute of Software at Chinese Academy of Sciences, China, Xiaowei HuangUniversity of Liverpool, Lijun ZhangInstitute of Software, Chinese Academy of Sciences, Bai XueInstitute of Software at Chinese Academy of Sciences, China, Holger HermannsSaarland University
DOI
08:13 - 08:14
Talk
Visions and Reflections
Md Sohel AhmedNational Institute of Informatics, Japan, Fuyuki IshikawaNational Institute of Informatics, Mahito SugiyamaNational Institute of Informatics, Japan
DOI
08:15 - 08:30
Talk
Paper Presentations
Fuyuan ZhangMPI-SWS, Germany, Ján ČegiňFaculty of Informatics and Information Technologies Slovak Technical University, Mark HarmanUniversity College London, UK, Renjue LiInstitute of Software at Chinese Academy of Sciences, China, Shashij GuptaIIT Bombay, India, Vincenzo RiccioUSI Lugano, Switzerland, M: Shin YooKorea Advanced Institute of Science and Technology