Confidential Computing

2 resources

Privacy

TEEs, secure enclaves, and hardware-based AI privacy

paper reviewed open access 2024

Federated Fine-Tuning of LLMs on the Very Edge: The Good, the Bad, the Ugly

Herbert Woisetschlager, Alexander Isenko, Shiqiang Wang + 2 more — arXiv preprint

Examines federated learning approaches for fine-tuning LLMs on edge devices, analyzing privacy guarantees, communication efficiency, and security trade-offs.

federated learning fine tuning security confidential computing 70 citations

paper reviewed open access 2024

Confidential Computing for AI Workloads: Survey and Best Practices

Microsoft Azure Confidential Computing Team — Microsoft Research

Surveys confidential computing technologies (SGX, SEV, TDX) applied to AI workloads covering secure training, inference, and multi-party computation.

confidential computing cloud ai security