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Intel Neural Compressor CVE-2026-20913

| EUVDEUVD-2026-56513 MEDIUM
Improper Input Validation (CWE-20)
2026-08-11 intel GHSA-gwp5-77p7-mm55
4.8
CVSS 4.0 · Vendor: intel
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Attack ChainAIDerived

Hypothetical attack flow derived from CVE metadata – not a confirmed exploit chain

  1. Access
    Gain authenticated local access to target host
  2. Delivery
    Identify vulnerable input path in Neural Compressor library
  3. Exploit
    Craft malformed input targeting validation flaw
  4. Execution
    Submit input to trigger CWE-20 condition
  5. Persist
    Escalate privileges beyond intended Ring 3 boundary
  6. Impact
    Access restricted resources on local system

Vulnerability Assessment

Weakness
CWE
OWASP Top 10:2025
A05:2025 - Injection
ASVS 5.0
V2 - Validation and Business Logic Input validation, allowlisting
Exploitation Conditions

Exploitation requires the attacker to have local authenticated access with at least low-level privileges on a system where Intel Neural Compressor before v3.7 is installed and accessible - this is confirmed by the CVSS 4.0 vector (AV:L/PR:L). Fully unauthenticated or remote exploitation is not possible. No special attack conditions are required beyond this authenticated local access (AT:N in the CVSS 4.0 vector), meaning no race conditions, specific memory layout, or unusual configurations are necessary. No user interaction is required once local access is established. Exploitation is limited to the vulnerable system itself - the explicit SC:N/SI:N/SA:N ratings confirm no subsequent system impact and no scope change to adjacent hosts or services. The primary limiting factor for defenders is that this vulnerability only matters in environments where local privilege boundaries are a meaningful security concern, such as shared development servers or multi-tenant AI infrastructure.

Impact

The CVSS 4.0 score of 4.8 (Medium) accurately reflects a constrained threat: local access is required (AV:L), limiting exposure to users or processes already present on the affected host. Low complexity (AC:L) and no attack prerequisites (AT:N) mean the barrier to exploitation is low once access is established, but the requirement for authenticated low-privileged local access (PR:L) is a meaningful gating condition. All three impact dimensions - confidentiality, integrity, and availability - are rated low (VC:L/VI:L/VA:L), and subsequent system impacts are explicitly none (SC:N/SI:N/SA:N), indicating no scope change or lateral propagation. No EPSS data was provided, and no KEV listing or public POC has been identified, suggesting this is a vendor-disclosed theoretical or low-observed-exploitation risk rather than an actively weaponized threat. The specialized deployment context of this library (AI/ML development environments) further reduces the breadth of exposed systems. This vulnerability is a real but lower-priority patching item unless Neural Compressor is deployed in multi-tenant or shared environments where local privilege boundaries are a meaningful security boundary.

Exploit ScenarioDerived

A locally authenticated user on a development or inference server running Intel Neural Compressor before v3.7 submits crafted input to a vulnerable input-handling path within the library, triggering the improper validation flaw and escalating their privileges on the host. No public exploit code has been identified, but the low complexity rating (AC:L, AT:N) indicates that exploitation would not require advanced tradecraft or specialized knowledge once the specific vulnerable code path is identified through source code review of the open-source library.

This Month Plan within 30 days. Why: MEDIUM severity (CVSS 4.0-6.9).
No patch listed yet 0.1% exploitation probability (EPSS)

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AnalysisAIv1 – Aug 11, 2026

Privilege escalation in Intel Neural Compressor software before v3.7 stems from improper input validation within Ring 3 (user application space), allowing a locally authenticated low-privileged user to elevate privileges on the affected host. The CVSS 4.0 vector confirms local access with low complexity, no special attack requirements, and no user interaction needed - meaning exploitation is straightforward once local access is established. No public exploit code or CISA KEV listing has been identified at time of analysis, and impact is bounded to the vulnerable system with no lateral scope change.

RemediationAI

Upgrade Intel Neural Compressor to version v3.7 or later, which resolves the improper input validation flaw. The authoritative fix guidance is provided in Intel's advisory Intel-SA-01454 at https://intel.com/content/www/us/en/security-center/advisory/intel-sa-01454.html. As a compensating control prior to patching, restrict local access to systems running Neural Compressor to only trusted, authorized users - since exploitation requires authenticated local access (PR:L), tightening local account controls and removing unnecessary local user accounts reduces exposure. Additionally, deploying Neural Compressor workloads within containerized or sandboxed environments (e.g., Docker with limited capabilities, namespace isolation) limits the blast radius of any successful privilege escalation. Note that containerization does not eliminate the vulnerability but confines its impact to the container boundary.

Affected VersionsENISA

Intel(R) Neural Compressor software before version v3.7

Affects your stack

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Technical ContextAI · show details

Intel Neural Compressor is an open-source Python library for neural network model optimization techniques such as quantization, pruning, and knowledge distillation, commonly used in AI/ML pipelines. The root cause is CWE-20 (Improper Input Validation), meaning the software fails to adequately sanitize or validate inputs before processing them within Ring 3 - the least-privileged CPU protection ring where user-mode applications execute. A failure at this layer can allow crafted inputs to manipulate execution flow or resource access in ways that exceed the caller's intended privilege boundary. The CPE string (cpe:2.3:a:n/a:intel(r)_neural_compressor_software) uses a non-standard 'n/a' vendor field, which may affect automated asset-matching in vulnerability management tools. The CVSS 4.0 vector (AV:L/AC:L/AT:N/PR:L/UI:N) confirms the local attack surface with no special attack conditions required beyond authenticated low-privilege access.

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Severity by source

Vendor (intel) PRIMARY 4.8 MEDIUM
CVSS:4.0/AV:L/AC:L/AT:N/PR:L/UI:N/VC:L/VI:L/VA:L/SC:N/SI:N/SA:N
vuln.today AI 5.3 MEDIUM

Local vector with low-privilege requirement confirmed by description and CVSS 4.0 source; scope unchanged as subsequent system impacts are explicitly none.

3.1 AV:L/AC:L/PR:L/UI:N/S:U/C:L/I:L/A:L
4.0 AV:L/AC:L/AT:N/PR:L/UI:N/VC:L/VI:L/VA:L/SC:N/SI:N/SA:N

Primary rating from Vendor (intel).

CVSS VectorVendor: intel

Attack Vector
Local
Attack Complexity
Low
Attack Requirements
None
Privileges Required
Low
User Interaction
None
Vulnerable system: Confidentiality
Low
Vulnerable system: Integrity
Low
Vulnerable system: Availability
Low
Subsequent system: Confidentiality
None
Subsequent system: Integrity
None
Subsequent system: Availability
None

DescriptionCVE.org

Improper input validation for some Intel(R) Neural Compressor software before version v3.7 within Ring 3: User Applications may allow an escalation of privilege. Unprivileged software adversary with an authenticated user combined with a low complexity attack may enable escalation of privilege. This result may potentially occur via local access when attack requirements are not present without special internal knowledge and requires no user interaction. The potential vulnerability may impact the confidentiality (low), integrity (low) and availability (low) of the vulnerable system, resulting in subsequent system confidentiality (none), integrity (none) and availability (none) impacts.

Threat Intelligence Overview

EPSS Score
0.1%
Top 98% exploitable
Prevalence
Low
specialized AI model compression library, niche ML developer footprint
Data Quality
5 sources
Confidence: Medium

How this decision was reached

The engine reads each signal below and applies a fixed list of rules from top to bottom. The first rule that matches sets the recommended action – like a statement, every line is shown.

SignalValue
Severity MEDIUM
CISA KEV No
Public POC No
EPSS 0.1%
Patch available No
Active threat No
Deciding rule
MEDIUM severity (CVSS 4.0-6.9)
What every action level means
Emergency Immediate action required. Criteria: CRITICAL + in CISA KEV (actively exploited) without patch, OR CRITICAL + EPSS > 30% without patch, OR CRITICAL + active threat signals without patch.
Act Now Prioritize within 24-48h. Criteria: in KEV with patch available, OR CRITICAL + public POC, OR HIGH + EPSS > 10%, OR CRITICAL + active threat, OR any CRITICAL severity.
This Week Schedule remediation this week. Criteria: HIGH severity (CVSS 7.0-8.9). Patch within normal change window.
This Month Plan within 30 days. Criteria: MEDIUM severity (CVSS 4.0-6.9), lower exploitation probability. Include in regular patch cycle.
Monitor Track and reassess. Criteria: LOW severity (CVSS 0.1-3.9), minimal exploitation risk. No immediate action needed.

SSVC AssessmentENISA

SSVC Decision· derived
Defer
Exploitation
None
System Exposure· derived
Small
Automatable
No
Human Impact· derived
Medium
Technical Impact
Partial

Priority Score

24
Low Medium High Critical
KEV: 0
EPSS: 0
CVSS: +24
PoC: 0
Weaponized: 0
Threat intel: 0
Gov advisory: 0

Attack Technique

Privilege escalation occurs when an attacker leverages flaws in access control mechanisms to gain permissions beyond what they were originally granted.

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