allennlp (>=2.2.1.dev20210408, <=2.7.0), allennlp-dataframe-mapper (0.2.1) +20 more potentially affected by CVE-2026-4372 via transformers (4.5.1)

transformers PYPI version 4.5.1 is affected by a known vulnerability. The following packages have a transitive dependency on transformers and may be impacted: - allennlp =2.2.1.dev20210408, =2.2.1.dev20210329, =0.0.0.2, =1.37.0, =0.0.1, =0.1.0, =0.3.0b1, =0.0.1, =1.0.23, =1.1.3 - nlp-nn 0.0.11.0...

azureml-automl-dnn-nlp (>=1.45.0, <=1.47.0), fastestimator (>=1.2.0, <=1.4.3) +3 more potentially affected by CVE-2026-4372 via transformers (4.6.0)

transformers PYPI version 4.6.0 is affected by a known vulnerability. The following packages have a transitive dependency on transformers and may be impacted: - azureml-automl-dnn-nlp =1.45.0, =1.2.0, =1.2.0.dev202105200119, =0.1.0, =0.1.7, =0.1.18 Source cves: CVE-2026-4372 Source advisory:...

azureml-automl-dnn-nlp (>=1.48.0, <=1.53.0) potentially affected by CVE-2026-4372 via transformers (4.16.0)

transformers PYPI version 4.16.0 is affected by a known vulnerability. The following packages have a transitive dependency on transformers and may be impacted: - azureml-automl-dnn-nlp =1.48.0, =1.53.0 Source cves: CVE-2026-4372 Source advisory: OSV:GHSA-29PF-2H5F-8G72...

allennlp (>=2.2.1.dev20210408, <=2.7.0), allennlp-dataframe-mapper (0.2.1) +20 more potentially affected by CVE-2026-4372 via transformers (4.5.1)

transformers PYPI version 4.5.1 is affected by a known vulnerability. The following packages have a transitive dependency on transformers and may be impacted: - allennlp =2.2.1.dev20210408, =2.2.1.dev20210329, =0.0.0.2, =1.37.0, =0.0.1, =0.1.0, =0.3.0b1, =0.0.1, =1.0.23, =1.1.3 - nlp-nn 0.0.11.0...

azureml-automl-dnn-nlp (>=1.45.0, <=1.47.0), fastestimator (>=1.2.0, <=1.4.3) +3 more potentially affected by CVE-2026-4372 via transformers (4.6.0)

transformers PYPI version 4.6.0 is affected by a known vulnerability. The following packages have a transitive dependency on transformers and may be impacted: - azureml-automl-dnn-nlp =1.45.0, =1.2.0, =1.2.0.dev202105200119, =0.1.0, =0.1.7, =0.1.18 Source cves: CVE-2026-4372 Source advisory:...

azureml-automl-dnn-nlp (>=1.53.1, <=1.54.0), cinosum (>=1.0.4, <=1.1.0) +2 more potentially affected by CVE-2026-4372 via transformers (4.33.1)

transformers PYPI version 4.33.1 is affected by a known vulnerability. The following packages have a transitive dependency on transformers and may be impacted: - azureml-automl-dnn-nlp =1.53.1, =1.0.4, =1.0.1, =1.1.0 Source cves: CVE-2026-4372 Source advisory: OSV:PYSEC-2026-2289...

ai.h2o:h2o-admissibleml (>=3.34.0.1, <=3.46.0.9), ai.h2o:h2o-algos (>=3.0.0.5, <=3.46.0.9) +48 more potentially affected by CVE-2026-3960 via ai.h2o:h2o-core (>=3.0.0.5, <=3.46.0.9)

ai.h2o:h2o-core MAVEN version =3.0.0.5, =3.34.0.1, =3.0.0.5, =3.0.0.5, =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, =3.46.0.9 and more Source cves: CVE-2026-3960 Source advisory: SNYK:JAVA-AIH2O-16417170...

ai.h2o:h2o-admissibleml (>=3.34.0.1, <=3.46.0.9), ai.h2o:h2o-algos (>=3.0.0.5, <=3.46.0.9) +48 more potentially affected by CVE-2026-3960 via ai.h2o:h2o-core (>=3.0.0.5, <=3.46.0.9)

ai.h2o:h2o-core MAVEN version =3.0.0.5, =3.34.0.1, =3.0.0.5, =3.0.0.5, =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, =3.46.0.9 and more Source cves: CVE-2026-3960 Source advisory: OSV:GHSA-QMCV-HH7C-3M56...

azureml-automl-dnn-nlp (>=1.48.0, <=1.53.0) potentially affected by CVE-2026-1839 via transformers (4.16.0)

transformers PYPI version 4.16.0 is affected by a known vulnerability. The following packages have a transitive dependency on transformers and may be impacted: - azureml-automl-dnn-nlp =1.48.0, =1.53.0 Source cves: CVE-2026-1839 Source advisory: OSV:GHSA-69W3-R845-3855...

allennlp (>=2.2.1.dev20210408, <=2.7.0), allennlp-dataframe-mapper (0.2.1) +20 more potentially affected by CVE-2026-1839 via transformers (4.5.1)

transformers PYPI version 4.5.1 is affected by a known vulnerability. The following packages have a transitive dependency on transformers and may be impacted: - allennlp =2.2.1.dev20210408, =2.2.1.dev20210329, =0.0.0.2, =1.37.0, =0.0.1, =0.1.0, =0.3.0b1, =0.0.1, =1.0.23, =1.1.3 - nlp-nn 0.0.11.0...

azureml-automl-dnn-nlp (>=1.53.1, <=1.54.0), cinosum (>=1.0.4, <=1.1.0) +2 more potentially affected by CVE-2026-1839 via transformers (4.33.1)

transformers PYPI version 4.33.1 is affected by a known vulnerability. The following packages have a transitive dependency on transformers and may be impacted: - azureml-automl-dnn-nlp =1.53.1, =1.0.4, =1.0.1, =1.1.0 Source cves: CVE-2026-1839 Source advisory: OSV:PYSEC-2026-2288...

allennlp (>=2.2.1.dev20210408, <=2.7.0), allennlp-dataframe-mapper (0.2.1) +20 more potentially affected by CVE-2026-1839 via transformers (4.5.1)

transformers PYPI version 4.5.1 is affected by a known vulnerability. The following packages have a transitive dependency on transformers and may be impacted: - allennlp =2.2.1.dev20210408, =2.2.1.dev20210329, =0.0.0.2, =1.37.0, =0.0.1, =0.1.0, =0.3.0b1, =0.0.1, =1.0.23, =1.1.3 - nlp-nn 0.0.11.0...

ajas (>=0.2.0, <=0.2.3), azureml-automl-dnn-nlp (>=1.37.0, <=1.43.0.post1) +37 more potentially affected by CVE-2026-27205 via flask (1.0.3)

flask PYPI version 1.0.3 is affected by a known vulnerability. The following packages have a transitive dependency on flask and may be impacted: - ajas =0.2.0, =1.37.0, =1.37.0, =1.0.69, =1.0.48, =0.0.112, =0.0.1, =0.0.20, =0.0.40, =0.0.16, =0.0.1, =0.0.1, =0.0.1, =0.0.2, =0.1.5, =0.6.1 and more...

ai.h2o:h2o-admissibleml (>=3.34.0.1, <=3.46.0.1), ai.h2o:h2o-algos (>=3.0.0.5, <=3.46.0.1) +48 more potentially affected by CVE-2024-5986 via ai.h2o:h2o-core (>=3.0.0.5, <=3.46.0.1)

ai.h2o:h2o-core MAVEN version =3.0.0.5, =3.34.0.1, =3.0.0.5, =3.0.0.5, =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, =3.46.0.1 and more Source cves: CVE-2024-5986 Source advisory: GHSA-WJ3H-WX8G-X699...

azureml-automl-dnn-nlp (>=1.37.0, <=1.46.1.post1), azureml-automl-dnn-vision (>=1.37.0, <=1.46.1) +31 more potentially affected by CVE-2026-23528 via distributed (2.30.1)

distributed PYPI version 2.30.1 is affected by a known vulnerability. The following packages have a transitive dependency on distributed and may be impacted: - azureml-automl-dnn-nlp =1.37.0, =1.37.0, =1.34.0, =1.37.0, =1.37.0, =0.1.0, =0.9.22.post0, =0.1.0, =0.1.0, =0.1.0a1, =0.0.5, =0.0.5, =0.1...

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, <=3.46.0.7), ai.h2o:h2o-algos (>=3.0.0.5, <=3.46.0.7) +48 more potentially affected by CVE-2025-6544 via ai.h2o:h2o-core (>=3.0.0.5, <=3.46.0.7)

ai.h2o:h2o-core MAVEN version =3.0.0.5, =3.34.0.1, =3.0.0.5, =3.0.0.5, =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, =3.46.0.7 and more Source cves: CVE-2025-6544 Source advisory: GHSA-5W3J-GWGH-4RFV...

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 (>=3.10.4.1, <=3.44.0.3) +44 more potentially affected by CVE-2024-8616 via ai.h2o:h2o-core (>=3.10.4.1, <=3.44.0.3)

ai.h2o:h2o-core MAVEN version =3.10.4.1, =3.34.0.1, =3.10.4.1, =3.10.4.1, =3.12.0.1, =3.10.4.1, =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-2024-8616 Source advisory: GHSA-G48V-3P35-88JR...