| 1 | -- | 3 | Toon Calders, Eirini Ntoutsi, Mykola Pechenizkiy, Bodo Rosenhahn, Salvatore Ruggieri. Introduction to The Special Section on Bias and Fairness in AI |
| 4 | -- | 13 | Dietmar Hübner. Two Kinds of Discrimination in AI-Based Penal Decision-Making |
| 14 | -- | 23 | Karima Makhlouf, Sami Zhioua, Catuscia Palamidessi. On the Applicability of Machine Learning Fairness Notions |
| 24 | -- | 31 | Eduard Fosch Villaronga, Adam Poulsen, Roger Andre Søraa, B. H. M. Custers. Gendering algorithms in social media |
| 32 | -- | 41 | Pieter Delobelle, Paul Temple, Gilles Perrouin, Benoît Frénay, Patrick Heymans, Bettina Berendt. Ethical Adversaries: Towards Mitigating Unfairness with Adversarial Machine Learning |
| 42 | -- | 49 | Cora van Leeuwen, Annelien Smets, An Jacobs, Pieter Ballon. Blind Spots in AI: the Role of Serendipity and Equity in Algorithm-Based Decision-Making |
| 50 | -- | 58 | Tim Draws, Nava Tintarev, Ujwal Gadiraju. Assessing Viewpoint Diversity in Search Results Using Ranking Fairness Metrics |
| 59 | -- | 68 | Fan Yang 0023, Ninghao Liu, Mengnan Du, Xia Hu. Generative Counterfactuals for Neural Networks via Attribute-Informed Perturbation |
| 69 | -- | 85 | Hemank Lamba, Kit T. Rodolfa, Rayid Ghani. An Empirical Comparison of Bias Reduction Methods on Real-World Problems in High-Stakes Policy Settings |
| 86 | -- | 99 | Ninghao Liu, Mengnan Du, Ruocheng Guo, Huan Liu 0001, Xia Hu. Adversarial Attacks and Defenses: An Interpretation Perspective |