ICSE 2024
Fri 12 - Sun 21 April 2024 Lisbon, Portugal

Deep Neural Networks (DNNs) are used for different tasks in many domains, some safety critical like autonomous driving. When in operation, the DNN could misbehave on some inputs unseen during training. DNN repair is a new emerging technique that tries to improve the DNN to fix these misbehaviours, without affecting the correct behaviours. The technical briefing will give an overview of the different DNN repair techniques that have been proposed in the literature, that differ in the faults they target, the way to localise them, and the technical approach they employ to modify the network. Moreover, the technical briefing will also demonstrate the usage of some of these DNN repair techniques.

Wed 17 Apr

Displayed time zone: Lisbon change

16:00 - 17:30
Technical Briefings 3Technical Briefings at Vianna da Motta
Chair(s): Paolo Arcaini National Institute of Informatics , Fuyuki Ishikawa National Institute of Informatics, Lei Ma The University of Tokyo & University of Alberta, Yuta Maezawa Udzuki, Inc., Nobukazu Yoshioka Waseda University, Japan, Fuyuan Zhang Kyushu University
16:00
90m
Paper
Technical Briefing on Deep Neural Network Repair
Technical Briefings
Paolo Arcaini National Institute of Informatics , Fuyuki Ishikawa National Institute of Informatics, Lei Ma The University of Tokyo & University of Alberta, Yuta Maezawa Udzuki, Inc., Nobukazu Yoshioka Waseda University, Japan, Fuyuan Zhang Kyushu University