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ICSE 2020
Wed 24 June - Thu 16 July 2020
Thu 9 Jul 2020 17:10 - 18:00 at Poster Special Room - A310-Posters

Deep Learning (DL) systems are key enablers for engineering intelligent applications. Nevertheless, using DL systems in safety- and security-critical applications requires to provide testing evidencefor their dependable operation. We introduce DeepImportance, a systematic testing methodology accompanied by an Importance-Driven(IDC) test adequacy criterion for DL systems. Applying IDC enables to establish a layer-wise functional understanding of the importance of DL system components and use this information to assess the semantic diversityof a test set. Our empirical evaluation on several DL systems and across multiple DL datasets demonstrates the usefulness and effectiveness of DeepImportance.

Thu 9 Jul
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icse-2020-poster
17:10 - 18:00: ICSE 2020 Posters - A310-Posters at Poster Special Room
icse-2020-poster17:10 - 18:00
Poster
Daniela GirardiUniversity of Bari, Nicole NovielliUniversity of Bari, Davide FucciBlekinge Institute of Technology, Filippo LanubileUniversity of Bari
icse-2020-poster17:10 - 18:00
Poster
Simos GerasimouUniversity of York, UK, Hasan Ferit EniserMPI-SWS, Alper SenBogazici University, Turkey, Alper ÇakanBogazici University, Turkey
icse-2020-poster17:10 - 18:00
Poster
Rafael-Michael KarampatsisThe University of Edinburgh, Hlib BabiiFree University of Bozen-Bolzano, Romain Robbes, Charles SuttonGoogle Research, Andrea JanesFree University of Bozen-Bolzano
icse-2020-poster17:10 - 18:00
Poster
Markus BorgRISE Research Institutes of Sweden AB
icse-2020-poster17:10 - 18:00
Poster
Leonardo Alexandre Ferreira LeiteUniversity of São Paulo, Fabio KonUniversity of São Paulo, Gustavo PintoUFPA, Paulo MeirellesFederal University of São Paulo
icse-2020-poster17:10 - 18:00
Poster
Vartika Agrahari, Sridhar ChimalakondaIndian Institute of Technology Tirupati