Gradient based Feature Attribution in Explainable AI: A Technical Review

Y Wang, T Zhang, X Guo, Z Shen - arXiv preprint arXiv:2403.10415, 2024 - arxiv.org
The surge in black-box AI models has prompted the need to explain the internal mechanism
and justify their reliability, especially in high-stakes applications, such as healthcare and …

Allowing humans to interactively guide machines where to look does not always improve a human-AI team's classification accuracy

G Nguyen, MR Taesiri, SSY Kim, A Nguyen - arXiv preprint arXiv …, 2024 - arxiv.org
Via thousands of papers in Explainable AI (XAI), attention maps\cite {vaswani2017attention}
and feature attribution maps\cite {bansal2020sam} have been established as a common …