CVE-2026-57516: anyscale, inc ray Deserialization of Untrusted Data
Vulnerability summary
CVE-2026-57516 is a high (CVSS 8.8) Deserialization of Untrusted Data vulnerability in anyscale, inc ray. EPSS estimates a 0.86% chance of exploitation in the next 30 days, higher than 57.7% of scored vulnerabilities. 1 public exploit is recorded.
Advisory lineage
Upstream 0 · Downstream 0 · Related 1Timeline
- 01-07-2026PublishedVulnerability first disclosed.
- 08-10-2026Last modifiedVulnerability information updated.
Description
Ray prior to 2.56.0 contains an unsafe deserialization vulnerability in the WebDataset reader that allows attackers to achieve remote code execution by supplying a malicious tar archive to the read_webdataset() function. The _default_decoder() function in webdataset_datasource.py unconditionally calls pickle.loads() on tar entries with .pkl/.pickle extensions and torch.load() with weights_only=False on .pt/.pth entries, executing arbitrary code inside Ray remote workers on every worker that processes the malicious archive.
CVSS metrics
6 scores · 4 sources · 2 versions- OSV · PypiEcosystem advisory · calculated8.6HighCVSS:4.0/AV:N/AC:L/AT:N/PR:N/UI:A/VC:H/VI:H/VA:H/SC:N/SI:N/SA:N/E:X/CR:X/IR:X/AR:X/MAV:X/MAC:X/MAT:X/MPR:X/MUI:X/MVC:X/MVI:X/MVA:X/MSC:X/MSI:X/MSA:X/S:X/AU:X/R:X/V:X/RE:X/U:X
- NVDNIST8.6HighCVSS:4.0/AV:N/AC:L/AT:N/PR:N/UI:A/VC:H/VI:H/VA:H/SC:N/SI:N/SA:N/E:X/CR:X/IR:X/AR:X/MAV:X/MAC:X/MAT:X/MPR:X/MUI:X/MVC:X/MVI:X/MVA:X/MSC:X/MSI:X/MSA:X/S:X/AU:X/R:X/V:X/RE:X/U:X
- OSV · ChainguardEcosystem advisory · calculated8.6HighCVSS:4.0/AV:N/AC:L/AT:N/PR:N/UI:A/VC:H/VI:H/VA:H/SC:N/SI:N/SA:N
- NVDNIST8.8HighCVSS:3.1/AV:N/AC:L/PR:N/UI:R/S:U/C:H/I:H/A:H
EPSS trend
Probability
0.86%
Chance of exploitation in the next 30 days
Percentile
58%
Versus all other CVEs
30-day change
0.00 pp
From 0.86% on 19-09-2026
Known exploited
Compare KEV catalogsNot in any of the 3 tracked catalogs.
Public exploits
1 foundRay
Maturity: poc
Weaknesses
CWE · root causeAffected systems
Chainguard2 products
- airflow-2All versions (No fix recorded)
- lmcache-cuda-12.8< 0.5.3-r0
Anyscale1 product
- ray< 2.56.0
Anyscale, inc1 product
- ray< 2.56.0
PyPI1 product
- ray< 2.56.0
4 vendors · 5 products
References
10 links- github.com/ray-project/ray/security/advisories/GHSA-hhrp-gw25-jr43Vendor AdvisoryWEBFIXExploitMitigationPatchAdvisory
- www.vulncheck.com/advisories/ray-unsafe-deserialization-rce-via-webdataset-readerThird Party AdvisoryWEBAdvisory
- github.com/ray-project/rayPACKAGE