As of my last knowledge update in January 2022, I can provide you with an overview of some recent methods in Explainable AI (XAI). Keep in mind that developments in this field may have occurred since then. Here are some noteworthy methods and approaches up to my last update.
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It’s essential to check the most recent literature and conference proceedings for the latest advancements in XAI, as the field is dynamic, and new methods are continually being developed.1
References
1Vyas B. Explainable AI: Assessing Methods to Make AI Systems More Transparent and Interpretable. International Journal of New Media Studies. 10(1):236-242. https://www.ijnms.com/index.php/ijnms/article/view/220