Isolation-Based Debugging for Neural Networks (ISSTA 2024)

See the ISSTA 2024 paper for more details.

Prerequisite (Py3.6 & Tf2)

The code are run successfully using Python 3.6 and Tensorflow 2.6.0.

We recommend using conda to install the tensorflow-gpu environment

conda create -n tf2-gpu tensorflow-gpu==2.6.0
conda activate tf2-gpu

Checking installed environments

conda env list

Work Flow

Publication

@inproceedings{idnn,
  author    = {Jialuo Chen, Jingyi Wang, Youcheng Sun, Peng Cheng, Jiming Chen},
  title     = {Isolation-Based Debugging for Neural Networks},
  booktitle = {33rd ACM SIGSOFT International Symposium on Software Testing and Analysis, ISSTA 2024, Vienna, Austria, September 16-20, 2024},
  year      = {2024},
}