3 papers
cs.CR2024
Verified Foundations for Differential Privacy
Markus de Medeiros, Muhammad Naveed, Tancrède Lepoint +7
Differential privacy (DP) has become the gold standard for privacy-preserving data analysis, but implementing it correctly has proven challenging. Prior work has focused on verifyi…
cs.LG2020
Exacerbating Algorithmic Bias through Fairness Attacks
Ninareh Mehrabi, Muhammad Naveed, Fred Morstatter +1
Algorithmic fairness has attracted significant attention in recent years, with many quantitative measures suggested for characterizing the fairness of different machine learning al…
cs.SI2014
Resilience of Social Networks Under Different Attack Strategies
Mohammad Ayub Latif, Muhammad Naveed, Faraz Zaidi
Recent years have seen the world become a closely connected society with the emergence of different types of social networks. Online social networks have provided a way to bridge l…