CVE-2025-3136 PyTorch CUDACachingAllocator.cpp torch.cuda.memory.caching_allocator_delete memory corruption
Local attackers can exploit memory corruption in PyTorch's CUDA caching allocator to potentially execute arbitrary code or cause denial of service.
- Exploited in the wild
- Not known
- Login needed
- Any signed-in user
- Attackable
- Local or same network only
- Victim action needed
- Not needed
- Fix
- Available
What is CVE-2025-3136?
CVE-2025-3136 is a medium-severity memory corruption vulnerability in PyTorch, published on 3 Apr 2025. It can only be exploited from the same machine or local network, with no action from the victim.
Official description
A vulnerability, which was classified as problematic, has been found in PyTorch 2.6.0. This issue affects the function torch.cuda.memory.caching_allocator_delete of the file c10/cuda/CUDACachingAllocator.cpp. The manipulation leads to memory corruption. An attack has to be approached locally. The exploit has been disclosed to the public and may be used.
Which versions are affected by CVE-2025-3136?
2 open source packages ship an affected version, including pytorch and torch. It affects 1 product.
| Package | Affected | Fixed in |
|---|---|---|
pytorch Bitnami | From 2.6.0 | 2.7.0 |
torch PyPI | All versions to 2.6.0-NA | None |
Products include Linuxfoundation Pytorch.
How do I fix CVE-2025-3136?
Upgrade pytorch to 2.7.0 or later.
Upgrade to the fixed version. Memory-safe languages, compiler hardening and fuzzing prevent most new cases. More about Memory corruption.
Is CVE-2025-3136 being exploited?
It is not confirmed as exploited in the wild, but public exploit code for CVE-2025-3136 exists.
Other vulnerabilities in PyTorch
- CVE-2024-48063 Deserialization in n/a
- CVE-2022-45907 PyTorch vulnerable to arbitrary code execution
- CVE-2025-32434 PyTorch: `torch.load` with `weights_only=True` leads to remote code execution
- CVE-2026-24747 PyTorch Vulnerable to Remote Code Execution via Untrusted Checkpoint Files
- CVE-2024-31583 Pytorch use-after-free vulnerability
Sources
Also known as BIT-pytorch-2025-3136, DEBIAN-CVE-2025-3136, ECHO-ff69-5060-f4ce, GHSA-r37f-v2p6-x6cx, PYSEC-2025-197, UBUNTU-CVE-2025-3136.