azure-ai-generative (>=1.0.0b1 <=1.0.0b3), azure-ai-resources (>=1.0.0b1 <=1.0.0b9) +15 more potentially affected by CVE-2026-2652 via mlflow-skinny (>=3.0.0 <=3.0.1)

mlflow-skinny PYPI version =3.0.0, =1.0.0b1, =1.0.0b1, =0.1.0, =0.1.0, =2.5.0, =0.0.13, =3.0.0, =0.1.0, =0.1.4 and more Source cves: CVE-2026-2652 Source advisory: SNYK:PYTHON-MLFLOWSKINNY-16698136...

ai.h2o:h2o-admissibleml (>=3.34.0.1 <=3.46.0.1), ai.h2o:h2o-algos (>=3.0.0.5 <=3.46.0.1) +44 more potentially affected by CVE-2026-3960 via ai.h2o:h2o-core (>=3.0.0.12 <=3.46.0.1)

ai.h2o:h2o-core MAVEN version =3.0.0.12, =3.34.0.1, =3.0.0.5, =3.0.0.5, =3.12.0.1, =3.10.0.1, =3.14.0.7, =3.16.0.1, =3.14.0.1, =3.24.0.1, =3.30.1.1, =3.26.0.4, =3.10.5.1, =3.24.0.1, =3.30.0.1, =3.34.0.3, =3.46.0.1 and more Source cves: CVE-2026-3960 Source advisory: SNYK:JAVA-AIH2O-16417170...

ai.h2o:h2o-admissibleml (>=3.34.0.1 <=3.46.0.1), ai.h2o:h2o-algos (>=0.1.9 <=3.46.0.1) +45 more potentially affected by CVE-2026-3960 via ai.h2o:h2o-core (>=0.1.10 <=3.46.0.1)

ai.h2o:h2o-core MAVEN version =0.1.10, =3.34.0.1, =0.1.9, =0.1.9, =3.12.0.1, =3.10.0.1, =3.14.0.7, =3.16.0.1, =3.14.0.1, =3.24.0.1, =3.30.1.1, =3.26.0.4, =3.10.5.1, =3.24.0.1, =3.30.0.1, =3.34.0.3, =3.46.0.1 and more Source cves: CVE-2026-3960 Source advisory: OSV:GHSA-QMCV-HH7C-3M56...

azure-ai-generative (>=1.0.0b1 <=1.0.0b3), azure-ai-resources (>=1.0.0b1 <=1.0.0b9) +24 more potentially affected by CVE-2025-15381 via mlflow-skinny (>=3.0.0 <=3.11.0rc0)

mlflow-skinny PYPI version =3.0.0, =1.0.0b1, =1.0.0b1, =0.1.0, =0.1.0, =2.5.0, =0.0.13, =7.1.1, =3.0.0, =3.11.0rc0 and more Source cves: CVE-2025-15381 Source advisory: SNYK:PYTHON-MLFLOWSKINNY-15870197...

ai.h2o:h2o-admissibleml (>=3.34.0.1 <=3.44.0.3), ai.h2o:h2o-algos (>=0.1.9 <=3.44.0.3) +45 more potentially affected by CVE-2024-5986 via ai.h2o:h2o-core (>=0.1.10 <=3.44.0.3)

ai.h2o:h2o-core MAVEN version =0.1.10, =3.34.0.1, =0.1.9, =0.1.9, =3.12.0.1, =3.10.0.1, =3.14.0.7, =3.16.0.1, =3.14.0.1, =3.24.0.1, =3.30.1.1, =3.26.0.4, =3.10.5.1, =3.24.0.1, =3.30.0.1, =3.34.0.3, =3.44.0.3 and more Source cves: CVE-2024-5986 Source advisory: SNYK:JAVA-AIH2O-15182774...

ai.h2o:h2o-admissibleml (>=3.34.0.1 <=3.46.0.1), ai.h2o:h2o-algos (>=0.1.9 <=3.46.0.1) +45 more potentially affected by CVE-2024-5986 via ai.h2o:h2o-core (>=0.1.10 <=3.46.0.1)

ai.h2o:h2o-core MAVEN version =0.1.10, =3.34.0.1, =0.1.9, =0.1.9, =3.12.0.1, =3.10.0.1, =3.14.0.7, =3.16.0.1, =3.14.0.1, =3.24.0.1, =3.30.1.1, =3.26.0.4, =3.10.5.1, =3.24.0.1, =3.30.0.1, =3.34.0.3, =3.46.0.1 and more Source cves: CVE-2024-5986 Source advisory: OSV:GHSA-WJ3H-WX8G-X699...

Toward Autonomous and Efficient Cybersecurity: A Multi-Objective AutoML-Based Intrusion Detection System

With increasingly sophisticated cybersecurity threats and rising demand for network automation, autonomous cybersecurity mechanisms are becoming critical for securing modern networks. The rapid expansion of Internet of Things IoT systems amplifies these challenges, as resource-constrained IoT...

AutoML in Cybersecurity: An Empirical Study

Automated machine learning AutoML has emerged as a promising paradigm for automating machine learning ML pipeline design, broadening AI adoption. Yet its reliability in complex domains such as cybersecurity remains underexplored. This paper systematically evaluates eight open-source AutoML...

ai.h2o:h2o-admissibleml (>=3.34.0.1 <=3.46.0.10), ai.h2o:h2o-algos (>=0.1.9 <=3.46.0.10) +45 more potentially affected by CVE-2025-6544 via ai.h2o:h2o-core (>=0.1.10 <=3.46.0.7)

ai.h2o:h2o-core MAVEN version =0.1.10, =3.34.0.1, =0.1.9, =0.1.9, =3.12.0.1, =3.10.0.1, =3.14.0.7, =3.16.0.1, =3.14.0.1, =3.24.0.1, =3.30.1.1, =3.26.0.4, =3.10.5.1, =3.24.0.1, =3.30.0.1, =3.34.0.3, =3.46.0.10 and more Source cves: CVE-2025-6544 Source advisory: OSV:GHSA-5W3J-GWGH-4RFV...

ai.h2o:h2o-admissibleml (>=3.34.0.1 <=3.46.0.10), ai.h2o:h2o-algos (>=0.1.9 <=3.46.0.10) +49 more potentially affected by CVE-2025-10769 via ai.h2o:h2o-core (>=0.1.10 <=3.8.3.4)

ai.h2o:h2o-core MAVEN version =0.1.10, =3.34.0.1, =0.1.9, =0.1.9, =3.12.0.1, =3.8.2.4, =3.14.0.7, =3.16.0.1, =3.14.0.1, =3.24.0.1, =3.30.1.1, =3.26.0.4, =3.10.5.1, =3.24.0.1, =3.30.0.1, =3.34.0.3, =3.46.0.10 and more Source cves: CVE-2025-10769 Source advisory: SNYK:JAVA-AIH2O-13003701...

ai.h2o:h2o-admissibleml (>=3.34.0.1 <=3.46.0.10), ai.h2o:h2o-algos (>=0.1.9 <=3.46.0.10) +49 more potentially affected by CVE-2025-10768 via ai.h2o:h2o-core (>=0.1.10 <=3.8.3.4)

ai.h2o:h2o-core MAVEN version =0.1.10, =3.34.0.1, =0.1.9, =0.1.9, =3.12.0.1, =3.8.2.4, =3.14.0.7, =3.16.0.1, =3.14.0.1, =3.24.0.1, =3.30.1.1, =3.26.0.4, =3.10.5.1, =3.24.0.1, =3.30.0.1, =3.34.0.3, =3.46.0.10 and more Source cves: CVE-2025-10768 Source advisory: SNYK:JAVA-AIH2O-13003702...

Architectural Backdoors in Deep Learning: a Survey of Vulnerabilities, Detection, and Defense

Architectural backdoors pose an under-examined but critical threat to deep neural networks, embedding malicious logic directly into a model's computational graph. Unlike traditional data poisoning or parameter manipulation, architectural backdoors evade standard mitigation techniques and persist...

ai.h2o:h2o-admissibleml (>=3.34.0.1 <=3.44.0.3), ai.h2o:h2o-algos (>=3.2.0.1 <=3.44.0.3) +34 more potentially affected by CVE-2024-8062 via ai.h2o:h2o-core (>=3.2.0.1 <=3.44.0.3)

ai.h2o:h2o-core MAVEN version =3.2.0.1, =3.34.0.1, =3.2.0.1, =3.2.0.1, =3.30.0.1, =3.30.0.1, =3.30.0.1, =3.30.0.1, =3.30.0.1, =3.30.1.1, =3.30.0.1, =3.30.0.1, =3.30.0.1, =3.30.0.1, =3.34.0.3, =3.30.0.1, =3.44.0.3 and more Source cves: CVE-2024-8062 Source advisory: OSV:GHSA-5C8J-G96X-CJ78...

ai.h2o:h2o-admissibleml (>=3.34.0.1 <=3.46.0.10), ai.h2o:h2o-algos (>=0.1.9 <=3.46.0.10) +49 more potentially affected by CVE-2024-7768 via ai.h2o:h2o-core (>=0.1.10 <=3.8.3.4)

ai.h2o:h2o-core MAVEN version =0.1.10, =3.34.0.1, =0.1.9, =0.1.9, =3.12.0.1, =3.8.2.4, =3.14.0.7, =3.16.0.1, =3.14.0.1, =3.24.0.1, =3.30.1.1, =3.26.0.4, =3.10.5.1, =3.24.0.1, =3.30.0.1, =3.34.0.3, =3.46.0.10 and more Source cves: CVE-2024-7768 Source advisory: SNYK:JAVA-AIH2O-9486739...

ai.h2o:h2o-admissibleml (>=3.34.0.1 <=3.46.0.10), ai.h2o:h2o-algos (>=0.1.9 <=3.46.0.10) +49 more potentially affected by CVE-2024-6854 via ai.h2o:h2o-core (>=0.1.10 <=3.8.3.4)

ai.h2o:h2o-core MAVEN version =0.1.10, =3.34.0.1, =0.1.9, =0.1.9, =3.12.0.1, =3.8.2.4, =3.14.0.7, =3.16.0.1, =3.14.0.1, =3.24.0.1, =3.30.1.1, =3.26.0.4, =3.10.5.1, =3.24.0.1, =3.30.0.1, =3.34.0.3, =3.46.0.10 and more Source cves: CVE-2024-6854 Source advisory: SNYK:JAVA-AIH2O-9486740...

ai.h2o:h2o-admissibleml (>=3.34.0.1 <=3.46.0.10), ai.h2o:h2o-algos (>=0.1.9 <=3.46.0.10) +49 more potentially affected by CVE-2024-10549 via ai.h2o:h2o-core (>=0.1.10 <=3.8.3.4)

ai.h2o:h2o-core MAVEN version =0.1.10, =3.34.0.1, =0.1.9, =0.1.9, =3.12.0.1, =3.8.2.4, =3.14.0.7, =3.16.0.1, =3.14.0.1, =3.24.0.1, =3.30.1.1, =3.26.0.4, =3.10.5.1, =3.24.0.1, =3.30.0.1, =3.34.0.3, =3.46.0.10 and more Source cves: CVE-2024-10549 Source advisory: SNYK:JAVA-AIH2O-9486742...

NuGet Package 'Microsoft.ML.AutoML' Detection

The remote host has a 'Microsoft.ML.AutoML' with a Verified NuGet package status and is installed on the remote host. Nessus has not tested for this issue but has instead relied only on the application's self-reported version number. %NASLMINLEVEL 80900 C Tenable, Inc. include'compat.inc'; if...

ai.h2o:h2o-admissibleml (>=3.34.0.1 <=3.46.0.10), ai.h2o:h2o-algos (>=0.1.9 <=3.46.0.10) +45 more potentially affected by CVE-2024-45758 via ai.h2o:h2o-core (>=0.1.10 <=3.46.0.7)

ai.h2o:h2o-core MAVEN version =0.1.10, =3.34.0.1, =0.1.9, =0.1.9, =3.12.0.1, =3.10.0.1, =3.14.0.7, =3.16.0.1, =3.14.0.1, =3.24.0.1, =3.30.1.1, =3.26.0.4, =3.10.5.1, =3.24.0.1, =3.30.0.1, =3.34.0.3, =3.46.0.10 and more Source cves: CVE-2024-45758 Source advisory: SNYK:JAVA-AIH2O-13019110...

ai.h2o:h2o-admissibleml (>=3.34.0.1 <=3.40.0.4), ai.h2o:h2o-algos (>=0.1.9 <=3.40.0.4) +45 more potentially affected by CVE-2023-6038 via ai.h2o:h2o-core (>=0.1.10 <=3.40.0.4)

ai.h2o:h2o-core MAVEN version =0.1.10, =3.34.0.1, =0.1.9, =0.1.9, =3.12.0.1, =3.10.0.1, =3.14.0.7, =3.16.0.1, =3.14.0.1, =3.24.0.1, =3.30.1.1, =3.26.0.4, =3.10.5.1, =3.24.0.1, =3.30.0.1, =3.34.0.3, =3.40.0.4 and more Source cves: CVE-2023-6038 Source advisory: OSV:GHSA-6MV8-95X5-XCQ9...

com.databricks.labs:automl-toolkit (=0.8.1), ml.combust.mleap:mleap-avro_2.12 (>=0.14.0 <=0.23.0) +14 more potentially affected by CVE-2023-5245 via ml.combust.mleap:mleap-runtime_2.12 (>=0.14.0 <=0.23.0)

ml.combust.mleap:mleap-runtime2.12 MAVEN version =0.14.0, =0.14.0, =0.14.0, =0.14.0, =0.14.0, =0.14.0, =0.14.0, =0.19.0, =0.14.0, =0.14.0, =0.14.0, =0.14.0, =0.19.0, =0.14.0, =0.17.0, =0.23.0 and more Source cves: CVE-2023-5245 Source advisory: OSV:GHSA-897X-XVJ8-42RQ...