Publications

This is our catalog of recent publications authored by IBM researchers, in collaboration with the global research community. We’re currently adding our back catalog of more than 110,000 publications. It’s an ever-growing body of work that shows why IBM is one of the most important contributors to modern computing.

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21 results for Fairness, Accountability, Transparency

Characteristic Examples: High-Robustness, Low-Transferability Fingerprinting of Neural Networks
Siyue Wang, Xiao Wang, et al.2021IJCAI 2021
Model Distillation for Revenue Optimization: Interpretable Personalized Pricing
Max Biggs, Wei Sun, et al.2021ICML 2021
Statistical inference for individual fairness
Subha Maity, Songkai Xue, et al.2021ICLR 2021
Individually Fair Gradient Boosting
Alexander Vargo, Fan Zhang, et al.2021ICLR 2021
Individually Fair Rankings
Amanda Bower, Hamid Eftekhari, et al.2021ICLR 2021
Engineering Fair Machine Learning Pipelines
Martin Hirzel, Kiran Kate, et al.2021ICLR 2021
Fair Mixup: Fairness via Interpolation
Ching-Yao chuang, Youssef Mroueh2021ICLR 2021
Bias in Clinical Risk Prediction Models: Challenges in Application to Observational Health Data
Yoonyoung Park, Moninder Singh, et al.2021AAAI 2021
Addressing Unique Fairness Obstacles within Federated Learning
Annie Abay, Ebube Chuba, et al.2021AAAI 2021
Algorithmic Selection of Patients for Case Management: Alternative Proxies to Healthcare Costs
Moninder Singh2021AAAI 2021