1. From attribution maps to human-understandable explanations through Concept Relevance Propagation
2. Amina Adadi and Mohammed Berrada. 2018. Peeking inside the black-box: a survey on explainable artificial intelligence (XAI). IEEE access , Vol. 6 (2018), 52138--52160.
3. Joy Buolamwini and Timnit Gebru. 2018. Gender shades: Intersectional accuracy disparities in commercial gender classification. In Conference on fairness, accountability and transparency. PMLR, 77--91.
4. Aditya Chattopadhay, Anirban Sarkar, Prantik Howlader, and Vineeth N Balasubramanian. 2018. Grad-cam: Generalized gradient-based visual explanations for deep convolutional networks. In 2018 IEEE winter conference on applications of computer vision (WACV). IEEE, 839--847.
5. Jessica Deuschel, Bettina Finzel, and Ines Rieger. 2020. Uncovering the bias in facial expressions. arXiv preprint arXiv:2011.11311 (2020).