Attack ChainAIDerived
Hypothetical attack flow derived from CVE metadata – not a confirmed exploit chain
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AccessGain local access with high privileges
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DeliveryIdentify vulnerable oneCCL PyTorch deployment
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ExploitMeet specific runtime attack requirements
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ExecutionCoincide with privileged user passive interaction
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PersistTrigger Ring 3 protection mechanism failure
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ImpactEscalate privileges on vulnerable system
Vulnerability Assessment
| Weakness |
CWE
OWASP Top 10:2025
A06:2025 - Insecure Design
ASVS 5.0
V15 - Secure Coding and Architecture Protection mechanism completeness
|
| Exploitation Conditions | Exploitation requires four concurrent conditions to be satisfied: (1) local access to the target system - AV:L in the CVSS 4.0 vector explicitly excludes remote unauthenticated exploitation; (2) the attacker must already possess high-privilege access (PR:H), meaning this is not a zero-to-root escalation and requires a privileged adversarial software component or insider-level access; (3) specific attack requirements must be present (AT:P in CVSS 4.0), meaning particular runtime, configuration, or deployment conditions must exist - the CVE description characterizes these as 'attack requirements are present without special internal knowledge,' but the exact triggering conditions are not publicly disclosed in Intel's advisory; and (4) passive interaction from a privileged user (UI:P) must occur concurrently, meaning the attack must coincide with legitimate high-privilege user activity on the system. Exploitation is further scoped to systems running Intel(R) oneCCL Bindings for PyTorch versions prior to v2.8.0. |
| Impact | Real-world risk for this vulnerability is moderate-to-low due to significant exploitation prerequisites. The CVSS 4.0 score of 5.4 accurately reflects these constraints: local access is required (AV:L), specific attack conditions must be present (AT:P), the attacker must already hold high privileges (PR:H), and passive interaction from a privileged user is needed (UI:P). The combination of PR:H and UI:P substantially narrows the viable attacker profile to insiders or scenarios involving coordinated abuse of privileged user activity. EPSS data is not available in the provided intelligence, so probabilistic exploitation likelihood cannot be quantified. No CISA KEV listing and no public proof-of-concept code are present, indicating this is not subject to opportunistic or widespread exploitation. Despite the full CIA impact on the vulnerable system (VC:H/VI:H/VA:H), the cumulative prerequisites substantially reduce real-world risk beyond what raw impact metrics suggest. This vulnerability warrants scheduled patching in affected environments but does not require emergency response unless Intel oneCCL-backed distributed training runs on multi-tenant or shared infrastructure where insider threat scenarios are elevated. |
| Exploit ScenarioDerived | A local adversary already possessing high-privilege access on a system running Intel oneCCL PyTorch distributed workloads waits for or coincides with a privileged user performing routine operations - triggering the specific runtime conditions required - and exploits the protection mechanism failure in Ring 3 to escalate privileges beyond their authorized level. If successful, the attacker achieves full control over the confidentiality, integrity, and availability of the affected system. No public proof-of-concept has been identified, and no active exploitation is confirmed. |
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Alert meAnalysisAIv1 – Aug 11, 2026
Privilege escalation in Intel(R) oneCCL Bindings for PyTorch before v2.8.0 stems from a protection mechanism failure (CWE-693) in Ring 3 user application space, enabling a local adversary - operating in conjunction with a high-privilege user through passive interaction - to escalate privileges with full confidentiality, integrity, and availability impact on the vulnerable system. The CVSS 4.0 score of 5.4 reflects meaningful exploitation constraints: specific attack requirements must be present (AT:P), high privileges are already required (PR:H), and passive interaction from a privileged user is needed (UI:P). No public exploit code or CISA KEV active exploitation listing has been identified at time of analysis.
RemediationAI
Upgrade to Intel(R) oneCCL Bindings for PyTorch v2.8.0 or later, which is confirmed as the patched release by Intel advisory INTEL-SA-01464 (https://intel.com/content/www/us/en/security-center/advisory/intel-sa-01464.html). As a compensating control pending upgrade, restrict local system access on hosts running distributed oneCCL-backed PyTorch workloads to only explicitly authorized personnel, since the attack requires local access combined with high-privilege context and a privileged user's passive interaction - reducing the set of local users with elevated access directly constrains the attack surface. Additionally, monitor for anomalous privilege escalation events on systems running distributed Intel-accelerated training jobs. Note that tightening local user restrictions may impact legitimate multi-user HPC or shared cluster workflows where this library is commonly deployed, requiring coordination with ML operations teams before implementing access controls.
Affected VersionsENISA
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Technical ContextAI · show details
Intel oneCCL Bindings for PyTorch (CPE: cpe:2.3:a:n/a:intel(r)_oneccl_bindings_for_pytorch) is a Python binding layer connecting PyTorch distributed training workloads to Intel's oneAPI Collective Communications Library (oneCCL), which accelerates inter-node and inter-process communication for large-scale deep learning on Intel hardware. The vulnerability manifests in Ring 3 - the CPU privilege ring governing user-space application code - where a protection mechanism failure (CWE-693) allows security controls designed to enforce privilege separation to be bypassed. CWE-693 covers scenarios where a product does not correctly use or configure a protection mechanism such as access controls, sandboxing, or privilege boundary logic, permitting an adversary to subvert the intended security model. The CVSS 4.0 AT:P designation (Attack Requirements: Present) indicates the flaw is triggered only under specific deployment or runtime conditions rather than universally across all oneCCL configurations.
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Severity by source
CVSS:4.0/AV:L/AC:L/AT:P/PR:H/UI:P/VC:H/VI:H/VA:H/SC:N/SI:N/SA:N
Local vector with high privilege and required user interaction; AC:H maps the CVSS 4.0 AT:P condition, reflecting specific runtime prerequisites beyond simple execution.
Primary rating from Vendor (intel).
CVSS VectorVendor: intel
DescriptionCVE.org
Protection mechanism failure for some Intel(R) oneCCL Bindings for PyTorch before version v2.8.0 within Ring 3: User Applications may allow an escalation of privilege. Unprivileged software adversary with a privileged user combined with a low complexity attack may enable escalation of privilege. This result may potentially occur via local access when attack requirements are present without special internal knowledge and requires passive user interaction. The potential vulnerability may impact the confidentiality (high), integrity (high) and availability (high) 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
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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EUVD-2026-56519
GHSA-qjfg-vc59-c9rg
NVD
CVE.org
EPSS
Vulnrichment
Exploit-DB