Confidential Federated Learning With GPU TEEs
Hardware-enforced privacy protects federated learning where cryptography alone falls short.
Anouk Mercer
Section
Confidential Computing on GPUs
6 stories in Confidential Computing on GPUs.
Multi-GPU Confidential Training Across NVLink and InfiniBand
Encryption protects data between GPUs, but the performance cost on current hardware is steep.
Kian Vance
Securing the CUDA Driver Stack in Confidential GPU Deployments
NVIDIA's closed-source driver creates a trust gap in confidential GPU security.
Preston Nardone
CPU-GPU Confidential Channel Establishment with AMD SEV-SNP
Researchers show how to encrypt GPU memory channels in confidential AMD VMs.
Lorena Sundqvist
GPU Attestation with NVIDIA OCSP and NVIDIA RIM Service
Verify a GPU's identity and firmware integrity before processing sensitive AI workloads.
Preston Nardone
NVIDIA H100 Confidential Computing Mode Architecture
NVIDIA's H100 encrypts GPU memory to shield AI model weights and data during computation.
Lorena Sundqvist