CVE-2026-39452
CVE-2026-39452 — Threat Intelligence Report
Executive Summary
CVE-2026-39452 is an escalation-of-privilege vulnerability in Intel(R) Transfer Learning Tool versions prior to v0.7. The flaw is classified as a protection mechanism failure (CWE-693) and is exploitable in the Ring 3 user-mode context by an unprivileged, unauthenticated attacker. The attack can be conducted over the network without user interaction and requires only low complexity, potentially allowing the attacker to impact the confidentiality, integrity, and availability of the vulnerable application, though not the underlying system.
The vulnerability is currently unpatched according to all tracked patch sources, and no public exploit code or in-the-wild exploitation has been reported. Until a patch is available, enterprise security teams should treat Intel Transfer Learning Tool installations as high-risk targets, restrict network exposure, and implement the mitigations described in this report.
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Technical Analysis
The NVD description identifies the root cause as a protection mechanism failure in Intel(R) Transfer Learning Tool before version v0.7. The weakness is mapped to CWE-693, which describes software that does not use, incorrectly uses, or insufficiently enforces a protection mechanism. In practice, this means the vulnerable component likely fails to enforce one or more access-control, authentication, or integrity boundaries that should prevent lower-privileged callers from invoking privileged operations.
The affected component operates within Ring 3: User Applications, which indicates that the flaw is not a kernel-level vulnerability. The escalation of privilege is therefore likely confined to the user-mode process space — for example, an unprivileged local process or a remote unauthenticated client may be able to interact with a service exposed by the Intel Transfer Learning Tool and perform actions reserved for a more privileged caller.
Key technical characteristics from the official description:
- Attack vector: Network access is explicitly mentioned. This suggests the Transfer Learning Tool exposes a network-accessible interface or service.
- Authentication requirement: None (“unauthenticated user”).
- Attack complexity: Low.
- User interaction: None required.
- Privilege required: Unprivileged software adversary.
- Special knowledge: Not required (“without special internal knowledge”).
- Impact to vulnerable system: Low confidentiality, low integrity, low availability.
- Subsequent system impact: None for confidentiality, integrity, and availability.
This combination indicates the vulnerability is likely reachable from unauthenticated network traffic and can be triggered by a single crafted request without meaningful preconditions. Because no specific function names, class names, URL endpoints, or file paths are provided in the NVD description or CNA title, technical analysis at the code level is limited. The full mechanics of the privilege escalation remain undocumented by the vendor at the time of writing.
The lack of a CVSS vector string means N/A is used for both the CVSS score and vector. The EPSS score is 0.00428, placing this CVE in the 35.7th percentile of exploited CVEs — currently a low to moderate predicted exploitation likelihood. It is not listed in CISA’s Known Exploited Vulnerabilities (KEV) catalog, and no public PoC, Nuclei template, or exploit code has been identified.
Exploitation Scenarios
The following attack chain is inferred strictly from the NVD description and vulnerability class. No public PoC exists, so this is a class-level scenario, not a verified exploitation walkthrough.
1. Reconnaissance and Target Identification
An attacker would first identify exposed Intel Transfer Learning Tool instances. This could be accomplished through:
- Internet-wide scanning for services that respond with recognizable Transfer Learning Tool banners or application titles.
- Shodan-style queries such as
title:"Transfer Learning Tool"orhtml:"Transfer Learning Tool". - Internal network reconnaissance if the attacker already has a foothold on the network or local host.
Because the tool is a user-mode application and the description mentions network access, the target is likely a network service or management/API interface exposed by the tool.
2. Triggering the Vulnerability Class
The attacker crafts a request or input that exercises the affected functionality. At the vulnerability-class level, this means the attacker interacts with a code path where a protection mechanism should be enforced but is either absent, misconfigured, or bypassable. Examples of such mechanisms include:
- Authentication checks that can be skipped or bypassed.
- Authorization checks that fail to validate the caller’s privilege level.
- Integrity checks that fail to verify user-supplied data before privileged operations are performed.
Because the attack requires low complexity and no user interaction, a single crafted network message may be sufficient. The attacker does not need special internal knowledge of the software’s implementation.
3. Payload/Execution at the Vulnerability-Class Level
At runtime, the attacker’s crafted request is processed by the affected component with the privileges of the Intel Transfer Learning Tool process. Because the protection mechanism is broken, the request is not blocked or downgraded. The result can be:
- Execution of a privileged operation without authentication.
- Modification of tool configuration, model, or training data.
- Reading of sensitive information processed by the tool.
- Disruption of service through resource exhaustion or state corruption.
The NVD description states that post-exploitation impact is limited to low confidentiality, integrity, and availability impacts on the vulnerable system, with no subsequent impact on the underlying system or platform.
4. Post-Exploitation Impact
After successful exploitation, the attacker may have an elevated privilege context within the user-mode application. Because the vulnerability is confined to Ring 3, the attacker is unlikely to gain kernel-level privileges or full host compromise. However, the attacker could:
- Access or expose the tool’s processed data.
- Alter or corrupt model definitions or training outputs.
- Cause the tool to fail, resulting in denial of service.
- Use the compromised application as a pivot point for further internal attacks, depending on the surrounding network architecture.
No evidence of real-world exploitation, threat actor campaigns, or ransomware use of this CVE has been identified as of the publication of this report.
Impact Assessment
The business impact of CVE-2026-39452 depends heavily on how Intel Transfer Learning Tool is deployed within an organization.
- Affected systems: All installations of Intel Transfer Learning Tool prior to version v0.7.
- Exposure level: Higher risk for deployments with network-accessible interfaces, unauthenticated access, or integration into automated data pipelines.
- Confidentiality impact: Low — the attacker may be able to view small amounts of sensitive training data, model metadata, or internal configuration.
- Integrity impact: Low — the attacker may be able to tamper with tool settings, datasets, or generated model artifacts, but cannot modify the host OS or other applications.
- Availability impact: Low — the attacker may be able to crash the tool or make it temporarily unavailable, but cannot perform a broad denial-of-service against the host.
- System-level impact: None, per the NVD description. The vulnerability does not appear to grant system-level compromise or persistence.
Because the vulnerability is unpatched and no vendor advisory has been issued, any use of the tool in a production or external-facing environment should be treated as a material security risk. The low EPSS score suggests attackers are not currently targeting this CVE at scale, but the lack of a patch makes the vulnerability persistent and dangerous in environments where the tool is reachable.
Detection Guidance
The following detection content is based on the vulnerability class and the limited identifiers available. Signature-based detection is inherently difficult when no specific exploit indicators are published. These rules should be treated as heuristic detections and tuned to the actual process names, network URLs, and audit data observed in your environment.
Sigma Rule
title: Intel Transfer Learning Tool Potential Privilege Escalation - CVE-2026-39452
id: 3a9b3c2e-3945-4ac6-9d2e-8f5a1b6c7d0e
status: experimental
description: Detects execution of Intel Transfer Learning Tool by unprivileged processes or unusual child process activity that may indicate exploitation of CVE-2026-39452.
references:
- https://nvd.nist.gov/vuln/detail/CVE-2026-39452
tags:
- attack.privilege_escalation
- attack.t1068
- cve.2026.39452
logsource:
category: process_creation
product: windows
detection:
selection_process:
Image|contains:
- 'TransferLearningTool'
- 'transfer_learning_tool'
- 'Intel\\Transfer Learning Tool'
selection_suspicious_parent:
ParentImage|endswith:
- '\\cmd.exe'
- '\\powershell.exe'
- '\\wscript.exe'
- '\\cscript.exe'
condition: selection_process and selection_suspicious_parent
falsepositives:
- Administrative use of the tool via a command-line shell
level: medium
YARA Rule
rule CVE_2026_39452_Intel_Transfer_Learning_Tool {
meta:
author = "Valters IT"
description = "Detects files, scripts, or binaries referencing CVE-2026-39452 or Intel Transfer Learning Tool exploitation artifacts."
reference = "https://nvd.nist.gov/vuln/detail/CVE-2026-39452"
date = "2026-05-15"
severity = "high"
strings:
$s1 = "CVE-2026-39452" ascii wide
$s2 = "Transfer Learning Tool" ascii wide
$s3 = "protection mechanism failure" ascii wide
$s4 = "privilege escalation" ascii wide
$s5 = "Intel Transfer Learning Tool" ascii wide
condition:
any of ($s*)
}
Suricata IDS Rule
alert http any any -> any any (msg:"ET EXPLOIT Intel Transfer Learning Tool Protection Mechanism Failure Attempt - CVE-2026-39452"; flow:established,to_server; content:"Transfer Learning Tool"; http.user_agent; classtype:attempted-admin; sid:3945267; rev:1; metadata:created_at 2026_05_15, updated_at 2026_05_15;)
This rule looks for HTTP requests generated by, or referencing, the Intel Transfer Learning Tool. It is a heuristic signature; network environments should be tested to confirm low false positives. If the affected service uses a different protocol or user agent, adapt the rule accordingly.
Elastic Detection
sequence by host.id with maxspan=30s
[ process where event.type == "start" and
process.name : "*TransferLearningTool*" ]
[ process where event.type == "start" and
process.parent.name : "*TransferLearningTool*" and
user.name != "SYSTEM" ]
The EQL query identifies instances where the Transfer Learning Tool process spawns child processes in a non-SYSTEM context, which may indicate that an unprivileged caller has obtained elevated execution capabilities. Tune the process name match to the actual binary name in your environment.
Splunk SPL Query
index=windows sourcetype=WinEventLog EventCode=4688
| where match(New_Process_Name, "(?i)transfer.?learning.?tool")
| stats count min(_time) max(_time) by User, New_Process_Name, Parent_Process_Name, CommandLine
| sort count desc
A second Splunk search can monitor for network connections to the tool:
index=network sourcetype=stream:http
| where match(http_user_agent, "(?i)Transfer.?Learning.?Tool") OR match(http_referrer, "(?i)Transfer.?Learning.?Tool")
| stats count min(_time) max(_time) by src_ip, dest_ip, dest_port, http_method, http_user_agent, http_response_code
Wazuh OSSEC Rule
<group name="intel,transferlearningtool,exploit,">
<rule id="394526" level="12">
<decoded>json</decoded>
<match>Transfer Learning Tool</match>
<description>CVE-2026-39452: Possible exploitation attempt against Intel Transfer Learning Tool protection mechanism failure.</description>
<reference>https://nvd.nist.gov/vuln/detail/CVE-2026-39452</reference>
<mitre>
<id>T1068</id>
</mitre>
<frequency>2</frequency>
<timeframe>60</timeframe>
</rule>
</group>
Mitigation & Patch Guidance
Patch confidence: 0/4 — UNPATCHED. No patch evidence exists from any tracked source. The vendor has not released a fixed version, advisory, or workaround at the time of writing.
Immediate Mitigations
- Restrict network access to any instance of Intel Transfer Learning Tool. Do not expose the tool to the internet or untrusted network segments. Place it behind a firewall, VPN, or dedicated gateway.
- Disable or disable remotely accessible features if they are not essential to business operations.
- Run the tool with the lowest possible privilege level on the operating system. Avoid administrator/service account use.
- Monitor for unauthorized access using the detection content provided above.
- Apply additional access control layers, such as network-level allowlists authenticated by source IP or mutual TLS, if supported.
Patch and Upgrade Steps
- There is currently no verified vendor patch.
- Track Intel Security Advisories and the NVD entry for CVE-2026-39452 for updates.
- When version v0.7 or a subsequent fixed release is officially published, upgrade all affected instances from any version below v0.7 immediately.
- Before upgrading, validate the new version with application owners and confirm that the protection mechanism failure is addressed.
Long-Term Hardening
- Replace any external-facing deployment of Intel Transfer Learning Tool with an internal, authenticated service if possible.
- Integrate the tool into a centralized logging and monitoring pipeline so that process execution and network events are retained.
- Perform a least-privilege review of the environment where the tool is installed.
- Maintain an inventory of Intel software assets and apply a patch-management process that prioritizes known unpatched CVEs.
- Re-evaluate the use of the tool in production environments until a patch and vendor advisory are available.
References
- NVD Entry: https://nvd.nist.gov/vuln/detail/CVE-2026-39452
- CVE.org Record: https://www.cve.org/CVERecord?id=CVE-2026-39452
- CWE-693: Protection Mechanism Failure: https://cwe.mitre.org/data/definitions/693.html
- CISA Known Exploited Vulnerabilities Catalog (not currently listed): https://www.cisa.gov/known-exploited-vulnerabilities-catalog
- Intel Product Security Center (for future vendor advisory): https://www.intel.com/content/www/us/en/security-center/default.html
At the time of writing, there is no evidence of threat actor campaigns, exploit-in-the-wild activity, or publicly available exploit code targeting CVE-2026-39452. Security teams should continue to monitor NVD and Intel’s security center for patch announcements and updated intelligence.