Black-Box Privacy Attacks on Shared Representations in Multitask Learning

Multitask learning MTL has emerged as a powerful paradigm that leverages similarities among multiple learning tasks, each with insufficient samples to train a standalone model, to solve them simultaneously while minimizing data sharing across users and organizations. MTL typically accomplishes th...

The Ripple Effect: on Unforeseen Complications of Backdoor Attacks

Recent research highlights concerns about the trustworthiness of third-party Pre-Trained Language Models PTLMs due to potential backdoor attacks. These backdoored PTLMs, however, are effective only for specific pre-defined downstream tasks. In reality, these PTLMs can be adapted to many other...

animl (>=1.1.2 <=1.1.4), arekit (>=0.21.0 <=0.22.1) +189 more potentially affected by CVE-2022-41907 via tensorflow-gpu (>=1.10.1 <=2.8.3)

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-2022-41907 Source advisory: OSV:GHSA-368V-7V32-52FX...

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) +183 more potentially affected by CVE-2022-35987 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-2022-35987 Source advisory: OSV:GHSA-W62H-8XJM-FV49...

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...

animl (>=1.1.2 <=1.1.4), arekit (>=0.21.0 <=0.22.1) +177 more potentially affected by CVE-2022-29195 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-2022-29195 Source advisory: OSV:GHSA-H48F-Q7RW-HVR7...