Counterfactual explanations
Counterfactual explanations provide insights into the decisions made by algorithms by illustrating what could have happened under different circumstances.
Explainable AI
DARPA Artificial Intelligence programs
DARPA Artificial Intelligence programs are research initiatives funded by the Defense Advanced Research Projects Agency aimed at advancing AI technologies for defense and national security applications. These programs focus on developing innovative AI methods including machine learning, autonomous systems, and human-AI collaboration.
Explainable artificial intelligence (XAI)
Explainable artificial intelligence (XAI) refers to methods and techniques in AI that make the outcomes of machine learning models understandable to humans. XAI aims to provide transparency, interpretability, and trustworthiness in AI systems, especially in critical applications.