Database/AI/ML frameworks & serving
NVIDIA Megatron Bridge: deserialization of untrusted data leads to code execution on the training node
Impact
Megatron Bridge deserializes untrusted data, so anything that can hand the library a crafted artifact - a checkpoint, a converted model, a config read off shared storage - gets code execution with the privileges of the process that loaded it. On a GPU fleet that is arbitrary code inside a container already holding GPUs, with the job's dataset mounts, cluster credentials and writable shared filesystem in reach. Where model conversion runs as a shared service or as a pipeline stage that consumes artifacts produced by another team, this crosses a tenant boundary rather than staying inside one job. NVIDIA scores it 7.8 with local access and low privileges required; the advisory does not name which input path is affected.
Who can reach it
Local. An authenticated user who can run jobs on the fleet, or who can place a model artifact where a Megatron Bridge job will load it. No remote network path is described in the advisory.
What to do
Update Megatron Bridge to 0.5.1 or later from the NVIDIA/Megatron-Bridge GitHub repo; NVIDIA bulletin 5868 lists versions 0.0 through 0.5.0 as affected. Operationally this is a rebuild of the training/conversion container image with the pinned version and a restart of the jobs and any long-lived conversion service using it - no node drain, reboot or firmware work. Until the image is rebuilt, restrict the library to checkpoints and configs from sources you control.
References
Related entries
- NVIDIA Megatron Bridge: deserialization of untrusted data leads to code execution on the training nodeCVE-2026-61768 · NVIDIA Megatron Bridge (untrusted data deserialization)High
- NVIDIA Megatron Bridge: deserialization of untrusted data leads to code execution on the training nodeCVE-2026-61769 · NVIDIA Megatron Bridge (untrusted data deserialization)High
- NVIDIA Megatron Bridge: deserialization of untrusted data leads to code execution on the training nodeCVE-2026-61758 · NVIDIA Megatron Bridge (untrusted data deserialization)High
- NVIDIA Megatron Bridge: deserialization of untrusted data leads to code execution on the training nodeCVE-2026-61759 · NVIDIA Megatron Bridge (untrusted data deserialization)High
- NVIDIA Megatron Bridge: deserialization of untrusted data leads to code execution on the training nodeCVE-2026-61760 · NVIDIA Megatron Bridge (untrusted data deserialization)High
- NVIDIA Megatron Bridge: deserialization of untrusted data leads to code execution on the training nodeCVE-2026-61761 · NVIDIA Megatron Bridge (untrusted data deserialization)High
This entry is curated: imported from vendor advisories with machine assistance, not yet individually verified. Confirm against your vendor's advisory before acting, and report anything wrong.