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.