BIRDNN: Behavior-Imitation Based Repair for Deep Neural Networks

Zhen Liang, Taoran Wu, Changyuan Zhao, Wanwei Liu, Bai Xue, Wenjing Yang, Ji Wang, Wanrong Huang

Abstract: Highlights•This paper presents BIRDNN , a DNN repair framework via retraining and fine-tuning.•BIRDNN repairs buggy DNNs mainly through gaining insight into behavior imitation.•We have implemented a prototype tool based on BIRDNN repair framework.