Rouzbeh Behnia
Assistant Professor
University of South Florida
About Me
I am an assistant professor at the School of Information Systems and Management (SISM) at the University of South Florida. I received my Ph.D. in Computer Science from the University of South Florida.
My research focuses on different aspects of cybersecurity and applied cryptography. I am particularly interested in addressing privacy challenges in AI systems, developing post-quantum cryptographic solutions, and enhancing authentication protocols to ensure computation and communication integrity.
Interests
- Privacy-Preserving ML
- Trustworthy AI
- Post-Quantum Security
📣 NEWS
- Oct. 2024: Our attack paper on MicroSecAgg (PoPETS 2024) was accepted to ICDM MLC Workshop
- Sep. 2024: Invited to serve on an NSF Panel
- Sep. 2024: Our paper on fixed-size mini batches for Rényi differential privacy was accepted to NeurIPS 2024
- Aug. 2024: Our paper on secure aggregation for federated deep learning was accepted to ACSAC 2024
- Apr. 2024: Our paper on multi-user searchable encryption was accepted to USENIX 2024
Recent Publications
For a complete list of publications, please visit my Google Scholar
(2024).
Differentially Private Stochastic Gradient Descent with Fixed-Size Minibatches: Tighter RDP Guarantees with or without Replacement.
Accepted to NeurIPS 2024.
(2024).
Efficient Secure Aggregation for Privacy-Preserving Federated Machine Learning.
Accepted to ACSAC 2024.
(2024).
MUSES: Efficient Multi-User Searchable Encrypted Database.
33rd USENIX Security Symposium (USENIX Security 24).
Teaching
Fall 2024
- ISM 4263/6930 Cloud Solution Architecture