Attack ChainAIDerived
Hypothetical attack flow derived from CVE metadata – not a confirmed exploit chain
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AccessGain authenticated local access to target host
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DeliveryIdentify vulnerable input path in Neural Compressor library
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ExploitCraft malformed input targeting validation flaw
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ExecutionSubmit input to trigger CWE-20 condition
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PersistEscalate privileges beyond intended Ring 3 boundary
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ImpactAccess 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. |
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Alert meAnalysisAIv1 – 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
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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
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
Local vector with low-privilege requirement confirmed by description and CVSS 4.0 source; scope unchanged as subsequent system impacts are explicitly none.
Primary rating from Vendor (intel).
CVSS VectorVendor: intel
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
How this decision was reached
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SSVC AssessmentENISA
Priority Score
Attack Technique
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GHSA-gwp5-77p7-mm55
NVD
CVE.org
EPSS
Vulnrichment
VulDB
Exploit-DB