4 papers · 1 filter
MAUI: Reconstructing Private Client Data in Federated Transfer Learning
Ahaan Dabholkar, Atul Sharma, Z. Berkay Celik +1
Recent works in federated learning (FL) have shown the utility of leveraging transfer learning for balancing the benefits of FL and centralized learning. In this setting, federated…
KRATOS: Multi-User Multi-Device-Aware Access Control System for the Smart Home
Amit Kumar Sikder, Leonardo Babun, Z. Berkay Celik +5
In a smart home system, multiple users have access to multiple devices, typically through a dedicated app installed on a mobile device. Traditional access control mechanisms consid…
Program Analysis of Commodity IoT Applications for Security and Privacy: Challenges and Opportunities
Z. Berkay Celik, Earlence Fernandes, Eric Pauley +2
Recent advances in Internet of Things (IoT) have enabled myriad domains such as smart homes, personal monitoring devices, and enhanced manufacturing. IoT is now pervasive---new app…
Achieving Secure and Differentially Private Computations in Multiparty Settings
Abbas Acar, Z. Berkay Celik, Hidayet Aksu +2
Sharing and working on sensitive data in distributed settings from healthcare to finance is a major challenge due to security and privacy concerns. Secure multiparty computation (S…