In the AI research community, explainable AI has been a topic of interest during these years. And, the Fuzzy algorithms and Deep-learning systems are introduced with this new concept into their applications. However, the evolutionary computation is apparently behind them on the concept. Actually, IEEE WCCI 2022 has included two special sessions in the Fuzzy and the Deep-learning conferences, though the evolutionary computation doesn't have any sessions on the topic. Something must be done.