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SEMINAR:Dawn of Explainable Artificial Intelligence

Speaker: İlker Birbil, Sabancı University

Title: Dawn of Explainable Artificial Intelligence

Date/Time: 24 May 2023 / 12:40 - 13:30 

Place: FENS G032 (Physical Only)

Abstract: This talk will cover the new and exciting field of explainable artificial intelligence (XAI). First, I will provide an overview of the main approaches in XAI, including feature attribution methods, decision rule learning, and inherently explainable algorithms. I will pay particular attention to XAI approaches that use mathematical optimization. Then, I will introduce a new concept called "explainable-by-design." Finally, the talk will conclude with a discussion of open questions that arise in both theoretical and practical contexts.