This workshop on Encrypted AI will explore cutting-edge techniques for accelerating and democratizing privacy-preserving AI, focusing on Fully Homomorphic Encryption (FHE) and Secure Multi-party Computation (MPC). Designed in two parts, the workshop will first host sessions with invited speakers from academia and industry, who will share the latest advances in FHE for AI, real-world applications, and challenges in scaling encrypted AI. The workshop will cover a broad range of topics on systems and architectures for encrypted AI including acceleration techniques across the computing stack, compilers, tools, DSLs, and applications for encrypted AI.
Submission Deadline: 15th May, 2026 (Anywhere on Earth)
Author Notification: 1st June, 2026
Submission URL: https://safeai2026.hotcrp.com/
We invite submissions for contributions to the workshop that specifically address the systems-related challenges and advancements within the domain of encrypted computation. The focus of this call is on innovative research, development, and deployment of systems that enable practical, efficient, and secure computation on encrypted data. Our key areas of interest include, but are certainly not limited to, the following topics:
Proceedings will not be published.
Contact: Dimitrios Skarlatos (dskarlat@cs.cmu.edu)
Talks featuring speakers across acadmeia and industry on the latest exciting developments in encrypted computing.
Siddharth Jayashankar,
Wenting Zheng,
Dimitrios Skarlatos
Carnegie Mellon University
Brandon Reagen
New York University
Dimitrios Skarlatos (dskarlat@cs.cmu.edu)
The 1st Workshop on Systems and Architecrures for Encrypted AI
Co-located with ASPLOS 2025, Rotterdam, Netherlands