Enhancing One-run Privacy Auditing with Quantile Regression-Based Membership Inference

Differential privacy DP auditing aims to provide empirical lower bounds on the privacy guarantees of DP mechanisms like DP-SGD. While some existing techniques require many training runs that are prohibitively costly, recent work introduces one-run auditing approaches that effectively audit DP-SGD...

cifar-10-model (=7.4.0), gamornet-cpu (>=0.2.3 <=0.4.3) +8 more potentially affected by CVE-2023-25661 via tensorflow-cpu (>=1.15.0 <=2.11.0)

tensorflow-cpu PYPI version =1.15.0, =0.2.3, =0.0.5, =1.0.0, =1.8.2, =0.1.3, =0.3.0.dev221212, =0.7.0, =0.7.5 Source cves: CVE-2023-25661 Source advisory: OSV:GHSA-FXGC-95XX-GRVQ...

cifar-10-model (=7.4.0), gamornet-cpu (>=0.2.3 <=0.4.3) +8 more potentially affected by CVE-2023-25666 via tensorflow-cpu (>=1.15.0 <=2.11.0)

tensorflow-cpu PYPI version =1.15.0, =0.2.3, =0.0.5, =1.0.0, =1.8.2, =0.1.3, =0.3.0.dev221212, =0.7.0, =0.7.5 Source cves: CVE-2023-25666 Source advisory: OSV:GHSA-F637-VH3R-VFH2...

aiproteomics (=0.2.1), alpharing (>=1.0.0 <=2.0.0) +25 more potentially affected by CVE-2021-29619 via tensorflow-cpu (>=1.15.0 <=2.1.0)

tensorflow-cpu PYPI version =1.15.0, =1.0.0, =0.0.1, =1.0.0.4, =0.1.0, =0.2.3, =0.0.5, =0.1.2, =1.0.0, =1.8.2, =1.6.1, =1.8.3 - netfl =1.5.0 and more Source cves: CVE-2021-29619 Source advisory: OSV:GHSA-WVJW-P9F5-VQ28...

aiproteomics (=0.2.1), alpharing (>=1.0.0 <=2.0.0) +25 more potentially affected by CVE-2021-29610 via tensorflow-cpu (>=1.15.0 <=2.1.0)

tensorflow-cpu PYPI version =1.15.0, =1.0.0, =0.0.1, =1.0.0.4, =0.1.0, =0.2.3, =0.0.5, =0.1.2, =1.0.0, =1.8.2, =1.6.1, =1.8.3 - netfl =1.5.0 and more Source cves: CVE-2021-29610 Source advisory: OSV:GHSA-MQ5C-PRH3-3F3H...

aiproteomics (=0.2.1), alpharing (>=1.0.0 <=2.0.0) +25 more potentially affected by CVE-2021-29602 via tensorflow-cpu (>=1.15.0 <=2.1.0)

tensorflow-cpu PYPI version =1.15.0, =1.0.0, =0.0.1, =1.0.0.4, =0.1.0, =0.2.3, =0.0.5, =0.1.2, =1.0.0, =1.8.2, =1.6.1, =1.8.3 - netfl =1.5.0 and more Source cves: CVE-2021-29602 Source advisory: OSV:GHSA-RF3H-XGV5-2Q39...

aiproteomics (=0.2.1), alpharing (>=1.0.0 <=2.0.0) +25 more potentially affected by CVE-2021-29600 via tensorflow-cpu (>=1.15.0 <=2.1.0)

tensorflow-cpu PYPI version =1.15.0, =1.0.0, =0.0.1, =1.0.0.4, =0.1.0, =0.2.3, =0.0.5, =0.1.2, =1.0.0, =1.8.2, =1.6.1, =1.8.3 - netfl =1.5.0 and more Source cves: CVE-2021-29600 Source advisory: OSV:GHSA-J8QH-3XRQ-C825...

aiproteomics (=0.2.1), alpharing (>=1.0.0 <=2.0.0) +25 more potentially affected by CVE-2021-29597 via tensorflow-cpu (>=1.15.0 <=2.1.0)

tensorflow-cpu PYPI version =1.15.0, =1.0.0, =0.0.1, =1.0.0.4, =0.1.0, =0.2.3, =0.0.5, =0.1.2, =1.0.0, =1.8.2, =1.6.1, =1.8.3 - netfl =1.5.0 and more Source cves: CVE-2021-29597 Source advisory: OSV:GHSA-V52P-HFJF-WG88...

aiproteomics (=0.2.1), alpharing (>=1.0.0 <=2.0.0) +25 more potentially affected by CVE-2021-29594 via tensorflow-cpu (>=1.15.0 <=2.1.0)

tensorflow-cpu PYPI version =1.15.0, =1.0.0, =0.0.1, =1.0.0.4, =0.1.0, =0.2.3, =0.0.5, =0.1.2, =1.0.0, =1.8.2, =1.6.1, =1.8.3 - netfl =1.5.0 and more Source cves: CVE-2021-29594 Source advisory: OSV:GHSA-3QGW-P4FM-X7GF...

aiproteomics (=0.2.1), alpharing (>=1.0.0 <=2.0.0) +25 more potentially affected by CVE-2021-29589 via tensorflow-cpu (>=1.15.0 <=2.1.0)

tensorflow-cpu PYPI version =1.15.0, =1.0.0, =0.0.1, =1.0.0.4, =0.1.0, =0.2.3, =0.0.5, =0.1.2, =1.0.0, =1.8.2, =1.6.1, =1.8.3 - netfl =1.5.0 and more Source cves: CVE-2021-29589 Source advisory: OSV:GHSA-3W67-Q784-6W7C...

aiproteomics (=0.2.1), alpharing (>=1.0.0 <=2.0.0) +25 more potentially affected by CVE-2021-29587 via tensorflow-cpu (>=1.15.0 <=2.1.0)

tensorflow-cpu PYPI version =1.15.0, =1.0.0, =0.0.1, =1.0.0.4, =0.1.0, =0.2.3, =0.0.5, =0.1.2, =1.0.0, =1.8.2, =1.6.1, =1.8.3 - netfl =1.5.0 and more Source cves: CVE-2021-29587 Source advisory: OSV:GHSA-J7RM-8WW4-XX2G...

aiproteomics (=0.2.1), alpharing (>=1.0.0 <=2.0.0) +25 more potentially affected by CVE-2021-29571 via tensorflow-cpu (>=1.15.0 <=2.1.0)

tensorflow-cpu PYPI version =1.15.0, =1.0.0, =0.0.1, =1.0.0.4, =0.1.0, =0.2.3, =0.0.5, =0.1.2, =1.0.0, =1.8.2, =1.6.1, =1.8.3 - netfl =1.5.0 and more Source cves: CVE-2021-29571 Source advisory: OSV:GHSA-WHR9-VFH2-7HM6...

aiproteomics (=0.2.1), alpharing (>=1.0.0 <=2.0.0) +25 more potentially affected by CVE-2021-29570 via tensorflow-cpu (>=1.15.0 <=2.1.0)

tensorflow-cpu PYPI version =1.15.0, =1.0.0, =0.0.1, =1.0.0.4, =0.1.0, =0.2.3, =0.0.5, =0.1.2, =1.0.0, =1.8.2, =1.6.1, =1.8.3 - netfl =1.5.0 and more Source cves: CVE-2021-29570 Source advisory: OSV:GHSA-545V-42P7-98FQ...

aiproteomics (=0.2.1), alpharing (>=1.0.0 <=2.0.0) +25 more potentially affected by CVE-2021-29562 via tensorflow-cpu (>=1.15.0 <=2.1.0)

tensorflow-cpu PYPI version =1.15.0, =1.0.0, =0.0.1, =1.0.0.4, =0.1.0, =0.2.3, =0.0.5, =0.1.2, =1.0.0, =1.8.2, =1.6.1, =1.8.3 - netfl =1.5.0 and more Source cves: CVE-2021-29562 Source advisory: OSV:GHSA-36VM-XW34-X4PJ...

aiproteomics (=0.2.1), alpharing (>=1.0.0 <=2.0.0) +25 more potentially affected by CVE-2021-29560 via tensorflow-cpu (>=1.15.0 <=2.1.0)

tensorflow-cpu PYPI version =1.15.0, =1.0.0, =0.0.1, =1.0.0.4, =0.1.0, =0.2.3, =0.0.5, =0.1.2, =1.0.0, =1.8.2, =1.6.1, =1.8.3 - netfl =1.5.0 and more Source cves: CVE-2021-29560 Source advisory: OSV:GHSA-8GV3-57P6-G35R...

aiproteomics (=0.2.1), alpharing (>=1.0.0 <=2.0.0) +25 more potentially affected by CVE-2021-29551 via tensorflow-cpu (>=1.15.0 <=2.1.0)

tensorflow-cpu PYPI version =1.15.0, =1.0.0, =0.0.1, =1.0.0.4, =0.1.0, =0.2.3, =0.0.5, =0.1.2, =1.0.0, =1.8.2, =1.6.1, =1.8.3 - netfl =1.5.0 and more Source cves: CVE-2021-29551 Source advisory: OSV:GHSA-VQW6-72R7-FGW7...

aiproteomics (=0.2.1), alpharing (>=1.0.0 <=2.0.0) +25 more potentially affected by CVE-2021-29550 via tensorflow-cpu (>=1.15.0 <=2.1.0)

tensorflow-cpu PYPI version =1.15.0, =1.0.0, =0.0.1, =1.0.0.4, =0.1.0, =0.2.3, =0.0.5, =0.1.2, =1.0.0, =1.8.2, =1.6.1, =1.8.3 - netfl =1.5.0 and more Source cves: CVE-2021-29550 Source advisory: OSV:GHSA-F78G-Q7R4-9WCV...

aiproteomics (=0.2.1), alpharing (>=1.0.0 <=2.0.0) +25 more potentially affected by CVE-2021-29542 via tensorflow-cpu (>=1.15.0 <=2.1.0)

tensorflow-cpu PYPI version =1.15.0, =1.0.0, =0.0.1, =1.0.0.4, =0.1.0, =0.2.3, =0.0.5, =0.1.2, =1.0.0, =1.8.2, =1.6.1, =1.8.3 - netfl =1.5.0 and more Source cves: CVE-2021-29542 Source advisory: OSV:GHSA-4HRH-9VMP-2JGG...

aiproteomics (=0.2.1), alpharing (>=1.0.0 <=2.0.0) +25 more potentially affected by CVE-2021-29536 via tensorflow-cpu (>=1.15.0 <=2.1.0)

tensorflow-cpu PYPI version =1.15.0, =1.0.0, =0.0.1, =1.0.0.4, =0.1.0, =0.2.3, =0.0.5, =0.1.2, =1.0.0, =1.8.2, =1.6.1, =1.8.3 - netfl =1.5.0 and more Source cves: CVE-2021-29536 Source advisory: OSV:GHSA-2GFX-95X2-5V3X...

aiproteomics (=0.2.1), alpharing (>=1.0.0 <=2.0.0) +25 more potentially affected by CVE-2021-29530 via tensorflow-cpu (>=1.15.0 <=2.1.0)

tensorflow-cpu PYPI version =1.15.0, =1.0.0, =0.0.1, =1.0.0.4, =0.1.0, =0.2.3, =0.0.5, =0.1.2, =1.0.0, =1.8.2, =1.6.1, =1.8.3 - netfl =1.5.0 and more Source cves: CVE-2021-29530 Source advisory: OSV:GHSA-XCWJ-WFCM-M23C...