Information-Theoretic Testing and Debugging of Fairness Defects in Deep Neural Networks.
Verya MonjeziAshutosh TrivediGang TanSaeid Tizpaz-NiariPublished in: ICSE (2023)
Keyphrases
- information theoretic
- neural network
- information theory
- competitive learning
- mutual information
- software testing
- theoretic framework
- information bottleneck
- information theoretic measures
- log likelihood
- pattern recognition
- relative entropy
- jensen shannon divergence
- test cases
- computational learning theory
- multi class
- maximum likelihood
- kullback leibler divergence
- multi modality
- entropy measure
- computer vision
- machine learning