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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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17:10 - 18:00
17:10
50m
Poster
Recognizing Developers' Emotions while Programming
ICSE 2020 Posters
Daniela Girardi University of Bari, Nicole Novielli University of Bari, Davide Fucci Blekinge Institute of Technology, Filippo Lanubile University of Bari
17:10
50m
Poster
Importance-Driven Deep Learning System Testing
ICSE 2020 Posters
Simos Gerasimou University of York, UK, Hasan Ferit Eniser MPI-SWS, Alper Sen Bogazici University, Turkey, Alper Çakan Bogazici University, Turkey
17:10
50m
Poster
Open-Vocabulary Models for Source Code (Extended Abstract)
ICSE 2020 Posters
Rafael-Michael Karampatsis The University of Edinburgh, Hlib Babii Free University of Bozen-Bolzano, Romain Robbes , Charles Sutton Google Research, Andrea Janes Free University of Bozen-Bolzano
17:10
50m
Poster
Do Preparatory Programming Lab Sessions Contribute to Even Work Distribution in Student Teams?
ICSE 2020 Posters
Markus Borg RISE Research Institutes of Sweden AB
17:10
50m
Poster
Building a Theory of Software Teams Organization in a Continuous Delivery Context
ICSE 2020 Posters
Leonardo Alexandre Ferreira Leite University of São Paulo, Fabio Kon University of São Paulo, Gustavo Pinto UFPA, Paulo Meirelles Federal University of São Paulo
17:10
50m
Poster
Refactor4Green: A Game for Novice Programmers to Learn Code Smells
ICSE 2020 Posters
Vartika Agrahari , Sridhar Chimalakonda Indian Institute of Technology Tirupati