Privacy Leakage in vantage6
Summary
CVE-2023-41881: vantage6 is privacy preserving federated learning infrastructure. Affects vantage6 versions < 4.0.0. Fixed in 4.0.0. How to fix ↓
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Background
vantage6 is an open-source privacy-preserving federated learning infrastructure. It provides a platform for collaborative machine learning tasks while ensuring data privacy. The package allows multiple organizations to share and analyze data without exposing sensitive information. However, a vulnerability has been discovered in versions prior to 4.0.0 that could lead to privacy leakage.
Vulnerability Detail
The vulnerability in vantage6 arises when a collaboration is deleted. In previous versions, the linked resources, such as tasks from the deleted collaboration, were not properly removed. This oversight could potentially allow authenticated users in a new collaboration with the same ID to access results from the deleted collaboration. Although the likelihood of this side-effect is low, it poses a risk to data privacy. The issue has been addressed in version 4.0.0, which includes a patch to ensure proper deletion of linked resources.
How To Fix
Latest published version: 5.0.3 as of 22 Oct 2026
pip install --upgrade "vantage6==5.0.3"
Upgrading to it may include breaking changes; the version below is the minimum fixed release for this vulnerability.
If you need the minimum change
4.0.0
This is the first release that contains the fix.
pip install --upgrade "vantage6==4.0.0"
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Conclusion
The privacy leakage vulnerability in vantage6 versions prior to 4.0.0 can potentially expose sensitive data to authenticated users in new collaborations. To mitigate this risk, it is crucial to upgrade to version 4.0.0 or later. For further support and assistance in vulnerability remediation, please contact DevNack.com.
See every vulnerability recorded for vantage6 →
FAQ
vantage6 is an open-source federated learning infrastructure that enables collaborative machine learning tasks while preserving data privacy.
The vulnerability in vantage6 prior to version 4.0.0 could potentially allow authenticated users in a new collaboration to access results from a deleted collaboration with the same ID, compromising data privacy.
To mitigate the risk, it is recommended to upgrade to vantage6 version 4.0.0 or later, which includes a patch for this vulnerability.
There are no known workarounds for this vulnerability. Upgrading to version 4.0.0 is the recommended solution.
You can find more information about this vulnerability in the vantage6 advisory database: [link to the advisory database]
References
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