FATS: Feature Distribution Analysis-Based Test Selection for Deep Learning Enhancement

L Li, C Tao, H Guo, J Zhang… - IEEE Transactions on Big …, 2023 - ieeexplore.ieee.org
Deep Learning has been applied to many applications across different domains. However,
the distribution shift between the test data and training data is a major factor impacting the …

Towards Explainable Artificial Intelligence (XAI): A Data Mining Perspective

H Xiong, X Zhang, J Chen, X Sun, Y Li, Z Sun… - arXiv preprint arXiv …, 2024 - arxiv.org
Given the complexity and lack of transparency in deep neural networks (DNNs), extensive
efforts have been made to make these systems more interpretable or explain their behaviors …