CVE-2021-41195 Vulnerability Analysis & Exploit Details

CVE-2021-41195
Vulnerability Scoring

5.5

/10

Significant Risk

Security assessments indicate that CVE-2021-41195 presents a notable risk, potentially requiring prompt mitigation.

Attack Complexity Details

Attack Complexity: Low
Exploits can be performed without significant complexity or special conditions.
Attack Vector: Local
Vulnerability requires local system access.
Privileges Required: Low
Some privileges are necessary to exploit the vulnerability.
Scope: Unchanged
Exploit remains within the originally vulnerable component.
User Interaction: None
No user interaction is necessary for exploitation.

CVE-2021-41195 Details

Status: Modified

Last updated: 🕕 21 Nov 2024, 06:25 UTC
Originally published on: 🕗 05 Nov 2021, 20:15 UTC

Time between publication and last update: 1111 days

CVSS Release: version 3

CVSS3 Source

security-advisories@github.com

CVSS3 Type

Secondary

CVSS3 Vector

CVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:N/I:N/A:H

CVE-2021-41195 Vulnerability Summary

CVE-2021-41195: TensorFlow is an open source platform for machine learning. In affected versions the implementation of `tf.math.segment_*` operations results in a `CHECK`-fail related abort (and denial of service) if a segment id in `segment_ids` is large. This is similar to CVE-2021-29584 (and similar other reported vulnerabilities in TensorFlow, localized to specific APIs): the implementation (both on CPU and GPU) computes the output shape using `AddDim`. However, if the number of elements in the tensor overflows an `int64_t` value, `AddDim` results in a `CHECK` failure which provokes a `std::abort`. Instead, code should use `AddDimWithStatus`. The fix will be included in TensorFlow 2.7.0. We will also cherrypick this commit on TensorFlow 2.6.1, TensorFlow 2.5.2, and TensorFlow 2.4.4, as these are also affected and still in supported range.

Assessing the Risk of CVE-2021-41195

Access Complexity Graph

The exploitability of CVE-2021-41195 depends on two key factors: attack complexity (the level of effort required to execute an exploit) and privileges required (the access level an attacker needs).

Exploitability Analysis for CVE-2021-41195

CVE-2021-41195 presents an accessible attack vector with minimal effort required. Restricting access controls and implementing security updates are critical to reducing exploitation risks.

Understanding AC and PR

A lower complexity and fewer privilege requirements make exploitation easier. Security teams should evaluate these aspects to determine the urgency of mitigation strategies, such as patch management and access control policies.

Attack Complexity (AC) measures the difficulty in executing an exploit. A high AC means that specific conditions must be met, making an attack more challenging, while a low AC means the vulnerability can be exploited with minimal effort.

Privileges Required (PR) determine the level of system access necessary for an attack. Vulnerabilities requiring no privileges are more accessible to attackers, whereas high privilege requirements limit exploitation to authorized users with elevated access.

CVSS Score Breakdown Chart

Above is the CVSS Sub-score Breakdown for CVE-2021-41195, illustrating how Base, Impact, and Exploitability factors combine to form the overall severity rating. A higher sub-score typically indicates a more severe or easier-to-exploit vulnerability.

CIA Impact Analysis

Below is the Impact Analysis for CVE-2021-41195, showing how Confidentiality, Integrity, and Availability might be affected if the vulnerability is exploited. Higher values usually signal greater potential damage.

Confidentiality: None
CVE-2021-41195 has no significant impact on data confidentiality.
Integrity: None
CVE-2021-41195 poses no threat to data integrity.
Availability: High
CVE-2021-41195 can disrupt system operations, potentially causing complete denial of service (DoS).

Exploit Prediction Scoring System (EPSS)

The EPSS score estimates the probability that this vulnerability will be exploited in the near future.

EPSS Score: 0.093% (probability of exploit)

EPSS Percentile: 41.91% (lower percentile = lower relative risk)
This vulnerability is less risky than approximately 58.09% of others.

CVE-2021-41195 References

External References

CWE Common Weakness Enumeration

CWE-190

CAPEC Common Attack Pattern Enumeration and Classification

Forced Integer Overflow CAPEC-92 This attack forces an integer variable to go out of range. The integer variable is often used as an offset such as size of memory allocation or similarly. The attacker would typically control the value of such variable and try to get it out of range. For instance the integer in question is incremented past the maximum possible value, it may wrap to become a very small, or negative number, therefore providing a very incorrect value which can lead to unexpected behavior. At worst the attacker can execute arbitrary code.

Vulnerable Configurations

cpe:2.3:a:google:tensorflow:-:*:*:*:-:*:*:*
cpe:2.3:a:google:tensorflow:-:*:*:*:-:*:*:*
cpe:2.3:a:google:tensorflow:-:*:*:*:lite:*:*:*
cpe:2.3:a:google:tensorflow:-:*:*:*:lite:*:*:*
cpe:2.3:a:google:tensorflow:0.1.7:*:*:*:lite:*:*:*
cpe:2.3:a:google:tensorflow:0.1.7:*:*:*:lite:*:*:*
cpe:2.3:a:google:tensorflow:0.5.0:*:*:*:*:*:*:*
cpe:2.3:a:google:tensorflow:0.5.0:*:*:*:*:*:*:*
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cpe:2.3:a:google:tensorflow:0.5.0:*:*:*:lite:*:*:*
cpe:2.3:a:google:tensorflow:0.5.0:*:*:*:lite:*:*:*
cpe:2.3:a:google:tensorflow:0.6.0:*:*:*:*:*:*:*
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cpe:2.3:a:google:tensorflow:2.4.0:rc2:*:*:lite:*:*:*
cpe:2.3:a:google:tensorflow:2.4.0:rc2:*:*:lite:*:*:*
cpe:2.3:a:google:tensorflow:2.4.0:rc3:*:*:*:*:*:*
cpe:2.3:a:google:tensorflow:2.4.0:rc3:*:*:*:*:*:*
cpe:2.3:a:google:tensorflow:2.4.0:rc3:*:*:-:*:*:*
cpe:2.3:a:google:tensorflow:2.4.0:rc3:*:*:-:*:*:*
cpe:2.3:a:google:tensorflow:2.4.0:rc3:*:*:lite:*:*:*
cpe:2.3:a:google:tensorflow:2.4.0:rc3:*:*:lite:*:*:*
cpe:2.3:a:google:tensorflow:2.4.0:rc4:*:*:*:*:*:*
cpe:2.3:a:google:tensorflow:2.4.0:rc4:*:*:*:*:*:*
cpe:2.3:a:google:tensorflow:2.4.0:rc4:*:*:-:*:*:*
cpe:2.3:a:google:tensorflow:2.4.0:rc4:*:*:-:*:*:*
cpe:2.3:a:google:tensorflow:2.4.1:*:*:*:*:*:*:*
cpe:2.3:a:google:tensorflow:2.4.1:*:*:*:*:*:*:*
cpe:2.3:a:google:tensorflow:2.4.2:*:*:*:*:*:*:*
cpe:2.3:a:google:tensorflow:2.4.2:*:*:*:*:*:*:*
cpe:2.3:a:google:tensorflow:2.4.3:*:*:*:*:*:*:*
cpe:2.3:a:google:tensorflow:2.4.3:*:*:*:*:*:*:*
cpe:2.3:a:google:tensorflow:2.5.0:-:*:*:*:*:*:*
cpe:2.3:a:google:tensorflow:2.5.0:-:*:*:*:*:*:*
cpe:2.3:a:google:tensorflow:2.5.0:rc0:*:*:*:*:*:*
cpe:2.3:a:google:tensorflow:2.5.0:rc0:*:*:*:*:*:*
cpe:2.3:a:google:tensorflow:2.5.0:rc1:*:*:*:*:*:*
cpe:2.3:a:google:tensorflow:2.5.0:rc1:*:*:*:*:*:*
cpe:2.3:a:google:tensorflow:2.5.0:rc2:*:*:*:*:*:*
cpe:2.3:a:google:tensorflow:2.5.0:rc2:*:*:*:*:*:*
cpe:2.3:a:google:tensorflow:2.5.0:rc3:*:*:*:*:*:*
cpe:2.3:a:google:tensorflow:2.5.0:rc3:*:*:*:*:*:*
cpe:2.3:a:google:tensorflow:2.5.1:*:*:*:*:*:*:*
cpe:2.3:a:google:tensorflow:2.5.1:*:*:*:*:*:*:*
cpe:2.3:a:google:tensorflow:2.6.0:-:*:*:*:*:*:*
cpe:2.3:a:google:tensorflow:2.6.0:-:*:*:*:*:*:*
cpe:2.3:a:google:tensorflow:2.6.0:rc0:*:*:*:*:*:*
cpe:2.3:a:google:tensorflow:2.6.0:rc0:*:*:*:*:*:*
cpe:2.3:a:google:tensorflow:2.6.0:rc1:*:*:*:*:*:*
cpe:2.3:a:google:tensorflow:2.6.0:rc1:*:*:*:*:*:*
cpe:2.3:a:google:tensorflow:2.6.0:rc2:*:*:*:*:*:*
cpe:2.3:a:google:tensorflow:2.6.0:rc2:*:*:*:*:*:*

Protect Your Infrastructure against CVE-2021-41195: Combat Critical CVE Threats

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