CVE-2026-24162

Code execution via unsafe checkpoint deserialization

Published May 26, 2026 · Updated May 26, 2026

Deserialization in NVIDIA Transformers4Rec commits before March 11, 2026 allows local users to execute code through a crafted checkpoint. The trainer checkpoint-restoration path passes pytorch_model.bin and rng_state.pth to torch.load, which invokes Python pickle reconstruction on attacker-controlled objects. Exploitation requires a user or process to load the checkpoint; resulting code runs with that process's privileges and can read or alter accessible data.

CVSS severity7.8
High
EPSS probability0.42%
Next 30 days · Sep 16, 2026
Known exploitationUnconfirmed
Based on sourced intelligence
Hinoki checkNot available
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Summary

What happened

Deserialization in NVIDIA Transformers4Rec commits before March 11, 2026 allows local users to execute code through a crafted checkpoint. The trainer checkpoint-restoration path passes pytorch_model.bin and rng_state.pth to torch.load, which invokes Python pickle reconstruction on attacker-controlled objects. Exploitation requires a user or process to load the checkpoint; resulting code runs with that process's privileges and can read or alter accessible data.

The record

CVE
CVE-2026-24162
Published
May 26, 2026
Updated
May 26, 2026
Vendor
DPDK Project
Product
Transformers4Rec
Classifications
CWE-502, T1204.002
Attack vector
local
Privileges
unauthenticated

Timeline

How it unfolded

  1. May 26, 2026CVE publishedPublication date reported by the CVE source.
  2. May 26, 2026Record updatedLatest update available in the CVE record.

Exploitability

Present is not the same as exploitable

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Is a vulnerable build present?

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  1. Affected versionversion=All commits on Main prior to March 11, 2026

What conditions does exploitation require?

Attack vectorlocal
Required privilegesunauthenticated

What is affected?

DPDK Project · Transformers4Recversion=All commits on Main prior to March 11, 2026

Published CVSS scores

7.8NVIDIACVSS:3.1/AV:L/AC:L/PR:N/UI:R/S:U/C:H/I:H/A:H

CVSS describes severity. EPSS estimates exploitation probability.

Attacks

What attackers are doing with it

Daily unique IPs observed by Shadowserver honeypots for known exploited vulnerabilities (KEVs). Missing observations do not establish an absence of attacks.

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No observations available

Sep 9, 2026Sep 15, 2026
Latest reporting daySep 15, 2026
Latest daily unique IPsUnavailable
Prior 30-day averageUnavailable
SourceShadowserver honeypots (KEV)
Vectorlocal
Privilegesunauthenticated
Known exploitationUnconfirmed
Public exploitUnconfirmed

Weakness, pattern, technique

CWE-502Deserialization of Untrusted Data
T1204.002Malicious File

Public exploit references

No public exploit references are available in this record.

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Technologies

Your stack

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Your stack

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