Exploring Robust Intrusion Detection: A Benchmark Study of Feature Transferability in IoT Botnet Attack Detection

Cross-domain intrusion detection remains a critical challenge due to significant variability in network traffic characteristics and feature distributions across environments. This study evaluates the transferability of three widely used flow-based feature sets Argus, Zeek and CICFlowMeter across...

animl (>=1.1.2 <=1.1.4), arekit (>=0.21.0 <=0.22.1) +184 more potentially affected by CVE-2022-41885 via tensorflow-gpu (>=1.10.1 <=2.7.2)

tensorflow-gpu PYPI version =1.10.1, =1.1.2, =0.21.0, =0.23.0, =0.9.2, =1.0.0, =0.1.0, =0.0.1, =0.0.9, =0.1.0, =0.0.1, =1.0.0, =1.0.3 - brainhance =0.0.1 and more Source cves: CVE-2022-41885 Source advisory: OSV:GHSA-762H-VPVW-3RCX...

animl (>=1.1.2 <=1.1.4), arekit (>=0.21.0 <=0.22.1) +183 more potentially affected by CVE-2022-35981 via tensorflow-gpu (>=1.10.1 <=2.7.0)

tensorflow-gpu PYPI version =1.10.1, =1.1.2, =0.21.0, =0.23.0, =0.9.2, =1.0.0, =0.1.0, =0.0.1, =0.0.9, =0.1.0, =0.0.1, =1.0.0, =1.0.3 - brainhance =0.0.1 and more Source cves: CVE-2022-35981 Source advisory: OSV:GHSA-VXV8-R8Q2-63XW...

animl (>=1.1.2 <=1.1.4), arekit (>=0.21.0 <=0.22.1) +183 more potentially affected by CVE-2022-35979 via tensorflow-gpu (>=1.10.1 <=2.7.0)

tensorflow-gpu PYPI version =1.10.1, =1.1.2, =0.21.0, =0.23.0, =0.9.2, =1.0.0, =0.1.0, =0.0.1, =0.0.9, =0.1.0, =0.0.1, =1.0.0, =1.0.3 - brainhance =0.0.1 and more Source cves: CVE-2022-35979 Source advisory: OSV:GHSA-V7VW-577F-VP8X...

animl (>=1.1.2 <=1.1.4), arekit (>=0.21.0 <=0.22.1) +183 more potentially affected by CVE-2022-35973 via tensorflow-gpu (>=1.10.1 <=2.7.0)

tensorflow-gpu PYPI version =1.10.1, =1.1.2, =0.21.0, =0.23.0, =0.9.2, =1.0.0, =0.1.0, =0.0.1, =0.0.9, =0.1.0, =0.0.1, =1.0.0, =1.0.3 - brainhance =0.0.1 and more Source cves: CVE-2022-35973 Source advisory: OSV:GHSA-689C-R7H2-FV9V...

animl (>=1.1.2 <=1.1.4), arekit (>=0.21.0 <=0.22.1) +183 more potentially affected by CVE-2022-35967 via tensorflow-gpu (>=1.10.1 <=2.7.0)

tensorflow-gpu PYPI version =1.10.1, =1.1.2, =0.21.0, =0.23.0, =0.9.2, =1.0.0, =0.1.0, =0.0.1, =0.0.9, =0.1.0, =0.0.1, =1.0.0, =1.0.3 - brainhance =0.0.1 and more Source cves: CVE-2022-35967 Source advisory: OSV:GHSA-V6H3-348G-6H5X...

animl (>=1.1.2 <=1.1.4), arekit (>=0.21.0 <=0.22.1) +183 more potentially affected by CVE-2022-35965 via tensorflow-gpu (>=1.10.1 <=2.7.0)

tensorflow-gpu PYPI version =1.10.1, =1.1.2, =0.21.0, =0.23.0, =0.9.2, =1.0.0, =0.1.0, =0.0.1, =0.0.9, =0.1.0, =0.0.1, =1.0.0, =1.0.3 - brainhance =0.0.1 and more Source cves: CVE-2022-35965 Source advisory: OSV:GHSA-QXPX-J395-PW36...

animl (>=1.1.2 <=1.1.4), arekit (>=0.21.0 <=0.22.1) +183 more potentially affected by CVE-2022-35992 via tensorflow-gpu (>=1.10.1 <=2.7.0)

tensorflow-gpu PYPI version =1.10.1, =1.1.2, =0.21.0, =0.23.0, =0.9.2, =1.0.0, =0.1.0, =0.0.1, =0.0.9, =0.1.0, =0.0.1, =1.0.0, =1.0.3 - brainhance =0.0.1 and more Source cves: CVE-2022-35992 Source advisory: OSV:GHSA-9V8W-XMR4-WGXP...

animl (>=1.1.2 <=1.1.4), arekit (>=0.21.0 <=0.22.1) +183 more potentially affected by CVE-2022-35993 via tensorflow-gpu (>=1.10.1 <=2.7.0)

tensorflow-gpu PYPI version =1.10.1, =1.1.2, =0.21.0, =0.23.0, =0.9.2, =1.0.0, =0.1.0, =0.0.1, =0.0.9, =0.1.0, =0.0.1, =1.0.0, =1.0.3 - brainhance =0.0.1 and more Source cves: CVE-2022-35993 Source advisory: OSV:GHSA-WQ6Q-6M32-9RV9...

animl (>=1.1.2 <=1.1.4), arekit (>=0.21.0 <=0.22.1) +183 more potentially affected by CVE-2022-35996 via tensorflow-gpu (>=1.10.1 <=2.7.0)

tensorflow-gpu PYPI version =1.10.1, =1.1.2, =0.21.0, =0.23.0, =0.9.2, =1.0.0, =0.1.0, =0.0.1, =0.0.9, =0.1.0, =0.0.1, =1.0.0, =1.0.3 - brainhance =0.0.1 and more Source cves: CVE-2022-35996 Source advisory: OSV:GHSA-Q5JV-M6QW-5G37...

animl (>=1.1.2 <=1.1.4), arekit (>=0.21.0 <=0.22.1) +183 more potentially affected by CVE-2022-35959 via tensorflow-gpu (>=1.10.1 <=2.7.0)

tensorflow-gpu PYPI version =1.10.1, =1.1.2, =0.21.0, =0.23.0, =0.9.2, =1.0.0, =0.1.0, =0.0.1, =0.0.9, =0.1.0, =0.0.1, =1.0.0, =1.0.3 - brainhance =0.0.1 and more Source cves: CVE-2022-35959 Source advisory: OSV:GHSA-WXJJ-CGCX-R3VQ...

animl (>=1.1.2 <=1.1.4), arekit (>=0.21.0 <=0.22.1) +183 more potentially affected by CVE-2022-35995 via tensorflow-gpu (>=1.10.1 <=2.7.0)

tensorflow-gpu PYPI version =1.10.1, =1.1.2, =0.21.0, =0.23.0, =0.9.2, =1.0.0, =0.1.0, =0.0.1, =0.0.9, =0.1.0, =0.0.1, =1.0.0, =1.0.3 - brainhance =0.0.1 and more Source cves: CVE-2022-35995 Source advisory: OSV:GHSA-G9H5-VR8M-X2H4...

animl (>=1.1.2 <=1.1.4), arekit (>=0.21.0 <=0.22.1) +177 more potentially affected by CVE-2022-29212 via tensorflow-gpu (>=1.10.1 <=2.6.3)

tensorflow-gpu PYPI version =1.10.1, =1.1.2, =0.21.0, =0.23.0, =0.9.2, =1.0.0, =0.1.0, =0.0.1, =0.0.9, =0.1.0, =0.0.1, =1.0.0, =1.0.3 - brainhance =0.0.1 and more Source cves: CVE-2022-29212 Source advisory: OSV:GHSA-8WWM-6264-X792...

animl (>=1.1.2 <=1.1.4), arekit (>=0.21.0 <=0.22.1) +177 more potentially affected by CVE-2022-29207 via tensorflow-gpu (>=1.10.1 <=2.6.3)

tensorflow-gpu PYPI version =1.10.1, =1.1.2, =0.21.0, =0.23.0, =0.9.2, =1.0.0, =0.1.0, =0.0.1, =0.0.9, =0.1.0, =0.0.1, =1.0.0, =1.0.3 - brainhance =0.0.1 and more Source cves: CVE-2022-29207 Source advisory: OSV:GHSA-5WPJ-C6F7-24X8...

animl (>=1.1.2 <=1.1.4), arekit (>=0.21.0 <=0.22.1) +177 more potentially affected by CVE-2022-29201 via tensorflow-gpu (>=1.10.1 <=2.6.3)

tensorflow-gpu PYPI version =1.10.1, =1.1.2, =0.21.0, =0.23.0, =0.9.2, =1.0.0, =0.1.0, =0.0.1, =0.0.9, =0.1.0, =0.0.1, =1.0.0, =1.0.3 - brainhance =0.0.1 and more Source cves: CVE-2022-29201 Source advisory: OSV:GHSA-PQHM-4WVF-2JG8...

animl (>=1.1.2 <=1.1.4), arekit (>=0.21.0 <=0.22.1) +177 more potentially affected by CVE-2022-29199 via tensorflow-gpu (>=1.10.1 <=2.6.3)

tensorflow-gpu PYPI version =1.10.1, =1.1.2, =0.21.0, =0.23.0, =0.9.2, =1.0.0, =0.1.0, =0.0.1, =0.0.9, =0.1.0, =0.0.1, =1.0.0, =1.0.3 - brainhance =0.0.1 and more Source cves: CVE-2022-29199 Source advisory: OSV:GHSA-P9RC-RMR5-529J...

alwakeupword (=1.0.0), armadillin (>=0.0.2 <=0.53.0) +42 more potentially affected by CVE-2022-23583 via tensorflow (>=2.6.0 <=2.6.2)

tensorflow PYPI version =2.6.0, =0.0.2, =1.0.1, =0.0.9, =0.2.0, =4.4.0, =1.1.2, =0.2.0, =0.0.1, =1.0.0, =1.1.2 - imgtovar =0.8.5 and more Source cves: CVE-2022-23583 Source advisory: OSV:GHSA-GJQC-Q9G6-Q2J3...

animl (>=1.1.2 <=1.1.4), audio-classification-models (=1.0.1) +7 more potentially affected by CVE-2022-23582 via tensorflow-gpu (>=2.6.0 <=2.6.2)

tensorflow-gpu PYPI version =2.6.0, =1.1.2, =0.1.5, =0.1.0, =0.9.0, =1.0.5, =1.0.6 Source cves: CVE-2022-23582 Source advisory: OSV:GHSA-4J82-5CCR-4R8V...

animl (>=1.1.2 <=1.1.4), audio-classification-models (=1.0.1) +7 more potentially affected by CVE-2022-23578 via tensorflow-gpu (>=2.6.0 <=2.6.2)

tensorflow-gpu PYPI version =2.6.0, =1.1.2, =0.1.5, =0.1.0, =0.9.0, =1.0.5, =1.0.6 Source cves: CVE-2022-23578 Source advisory: OSV:GHSA-8R7C-3CM2-3H8F...

arekit (>=0.21.0 <=0.22.1), arenets (>=0.23.0 <=0.23.1) +171 more potentially affected by CVE-2022-23575 via tensorflow-gpu (>=1.10.1 <=2.5.1)

tensorflow-gpu PYPI version =1.10.1, =0.21.0, =0.23.0, =0.9.2, =0.1.0, =0.0.1, =0.0.9, =0.1.0, =0.0.1, =1.0.0, =1.0.3 - brainhance =0.0.1 - cctv-analysis =0.0.2 and more Source cves: CVE-2022-23575 Source advisory: OSV:GHSA-C94W-C95P-PHF8...