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CVE-2026-4538 β€” AI Deep Analysis Summary

CVSS 5.3 Β· Medium

Q1What is this vulnerability? (Essence + Consequences)

🚨 **Root Cause**: **Deserialization Vulnerability**!…

Q2Root Cause? (CWE/Flaw)

πŸ” **CWE Classification**: **CWE-502** (Deserialization of Untrusted Data) ❌ **Vulnerability**: β€’ The pt2 loader handler **lacks input validation** β€’ Directly invokes deserialization without filtering dangerous classes ‒…

Q3Who is affected? (Versions/Components)

🎯 **Affected Versions**: **PyTorch 2.10.0** πŸ“¦ **Impacted Components**: β€’ **pt2 Loading Handler** (pt2 loader handler) β€’ Specifically, an internal unknown functionality module

Q4What can hackers do? (Privileges/Data)

πŸ‘Ύ **Attacker Capability** (CVSS 3.1 Score): β€’ **Confidentiality**: Low (C:L) β†’ Read sensitive data β€’ **Integrity**: Low (I:L) β†’ Tamper with configurations/files β€’ **Availability**: Low (A:L) β†’ Service disruption ⚠️ **Pr…

Q5Is exploitation threshold high? (Auth/Config)

πŸ“Š **Exploitation Difficulty**: **Low** βœ… Attack Vector: Local (AV:L) βœ… Attack Complexity: Low (AC:L) βœ… No user interaction required (UI:N) βœ… No additional privilege escalation needed 🚫 **Limitation**: Limited to local …

Q6Is there a public Exp? (PoC/Wild Exploitation)

πŸ’£ **PoC Status**: **Publicly Available!** β€’ GitHub PR #176791 contains **exploit code** β€’ Labeled with `exploit` tag β€’ No reports of in-the-wild exploitation (pocs empty) β€’ ⚠️ Risk of malicious use exists

Q7How to self-check? (Features/Scanning)

πŸ”Ž **Self-Check Method**: 1. **Version Check** β€’ Run `python -c "import torch; print(torch.__version__)"` β€’ Verify if version is **2.10.0** 2.…

Q8Is it fixed officially? (Patch/Mitigation)

⏳ **Patch Status**: **Not Fixed!** β€’ Project maintainers have been **aware** via PR (##176791) β€’ ❌ **No response or merge yet** β€’ Patch link exists but not officially released β€’ No official security advisory issued

Q9What if no patch? (Workaround)

πŸ›‘οΈ **Workaround Measures**: β€’ 🚫 **Disable loading of pt2 format** for untrusted models β€’ πŸ”’ Strictly limit local user permissions (principle of least privilege) β€’ πŸ“ Isolate model files and run PyTorch in a sandbox β€’ ✍️ I…

Q10Is it urgent? (Priority Suggestion)

πŸ”₯ **Priority**: **Medium to High** | Dimension | Assessment | |-----------|------------| | CVSS Score | ~5.3 (Medium Severity) | | Exploit Code | βœ… Publicly Available | | Attack Scope | ❌ Local-only | | Patch Status | βŒβ€¦