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SIGKDD Explorations, Volume 23
Volume 23, Number 1, June 2021
- Toon Calders, Eirini Ntoutsi, Mykola Pechenizkiy

, Bodo Rosenhahn, Salvatore Ruggieri:
Introduction to The Special Section on Bias and Fairness in AI. 1-3 - Dietmar Hübner:

Two Kinds of Discrimination in AI-Based Penal Decision-Making. 4-13 - Karima Makhlouf, Sami Zhioua

, Catuscia Palamidessi:
On the Applicability of Machine Learning Fairness Notions. 14-23 - Eduard Fosch-Villaronga, Adam Poulsen

, Roger Andre Søraa, B. H. M. Custers:
Gendering algorithms in social media. 24-31 - Pieter Delobelle, Paul Temple

, Gilles Perrouin
, Benoît Frénay
, Patrick Heymans, Bettina Berendt:
Ethical Adversaries: Towards Mitigating Unfairness with Adversarial Machine Learning. 32-41 - Cora van Leeuwen

, Annelien Smets
, An Jacobs
, Pieter Ballon
:
Blind Spots in AI: the Role of Serendipity and Equity in Algorithm-Based Decision-Making. 42-49 - Tim Draws

, Nava Tintarev, Ujwal Gadiraju:
Assessing Viewpoint Diversity in Search Results Using Ranking Fairness Metrics. 50-58
- Fan Yang, Ninghao Liu, Mengnan Du, Xia Hu:

Generative Counterfactuals for Neural Networks via Attribute-Informed Perturbation. 59-68 - Hemank Lamba, Kit T. Rodolfa

, Rayid Ghani:
An Empirical Comparison of Bias Reduction Methods on Real-World Problems in High-Stakes Policy Settings. 69-85 - Ninghao Liu, Mengnan Du, Ruocheng Guo, Huan Liu, Xia Hu:

Adversarial Attacks and Defenses: An Interpretation Perspective. 86-99
Volume 23, Number 2, December 2021
- Shipeng Yu:

An Interview with Dr. Shipeng Yu, Winner of ACM SIGKDD 2021 Service Award. 1-2
- Teng Guo, Linhong Li, Dongyu Zhang, Feng Xia:

Surf or sleep?: Understanding the influence of bedtime patterns on campus. 3-12 - Debmalya Mandal, Sourav Medya, Brian Uzzi, Charu Aggarwal:

MetaLearning with Graph Neural Networks: Methods and Applications. 13-22

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