Karimi Lab

Graz University of Technology

Südösterreich (AT2) · Austria

ERC-funded
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ERC Starting Grant · 2024

Network Fairness: A novel complex network approach for tackling inequalities in society and algorithms

Social inequalities are on the rise and will have devastating impacts on education, healthcare, economies and societies for many generations to come. Structural barriers to equality, despite being complex and dynamic, are poorly understood through the lens of complex evolving social networks. More crucially, with the rise of AI and machine-learning algorithms, it is extremely important to detect, forecast, and mitigate those inequalities in a systematic manner in order to avoid unintentional algorithmic consequences. A network fairness framework is proposed, premised on topological and temporal features of social interactions that shape the formation and evolution of inequalities. These…

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