CorrectGuard: Eyes-Off Correctness Estimation for Black-Box Security Guardrails

AI services increasingly rely on black-box security guardrails, yet privacy-preserving model auditing regimes often cannot measure how well these systems perform in both a human eyes-off production setting, which disallows human inspection of user input, and a machine eyes-off setting, which...

Pick Your Poison: Learning to Select Poison Sets for Stronger LLM Backdoor Attacks

Backdoor poisoning attacks add poisoned examples to otherwise-clean finetuning data, pairing a trigger with a target behavior that the model learns to produce when the trigger appears. Existing evaluations typically fix the number of poisoned examples and sample them at random from a candidate...

cait (1.1.3), contextualized-ml (>=0.2.5, <=0.2.6) +4 more potentially affected by CVE-2026-58659 via pytorch-lightning (1.9.4)

pytorch-lightning PYPI version 1.9.4 is affected by a known vulnerability. The following packages have a transitive dependency on pytorch-lightning and may be impacted: - cait 1.1.3 - contextualized-ml =0.2.5, =0.3.0, =0.1.0, =0.2.0 Source cves: CVE-2026-58659 Source advisory: OSV:PYSEC-2026-3967...

finetuning-scheduler (0.3.2), lightning-hpo (0.0.5) potentially affected by CVE-2026-58659 via pytorch-lightning (1.8.2)

pytorch-lightning PYPI version 1.8.2 is affected by a known vulnerability. The following packages have a transitive dependency on pytorch-lightning and may be impacted: - finetuning-scheduler 0.3.2 - lightning-hpo 0.0.5 Source cves: CVE-2026-58659 Source advisory: OSV:PYSEC-2026-3967...

debias-m (0.0.1), dlk (>=0.0.11, <=0.0.14) +4 more potentially affected by CVE-2026-58659 via pytorch-lightning (1.6.0)

pytorch-lightning PYPI version 1.6.0 is affected by a known vulnerability. The following packages have a transitive dependency on pytorch-lightning and may be impacted: - debias-m 0.0.1 - dlk =0.0.11, =1.1.0, =1.1.1 Source cves: CVE-2026-58659 Source advisory: OSV:PYSEC-2026-3967...

dimweb-persona-bot (0.0.6), finetuning-scheduler (0.2.2) +1 more potentially affected by CVE-2026-58659 via pytorch-lightning (1.7.6)

pytorch-lightning PYPI version 1.7.6 is affected by a known vulnerability. The following packages have a transitive dependency on pytorch-lightning and may be impacted: - dimweb-persona-bot 0.0.6 - finetuning-scheduler 0.2.2 - gts-engine 0.1.3 Source cves: CVE-2026-58659 Source advisory:...

finetuning-scheduler (0.3.2), lightning-hpo (0.0.5) potentially affected by CVE-2026-31221 via pytorch-lightning (1.8.2)

pytorch-lightning PYPI version 1.8.2 is affected by a known vulnerability. The following packages have a transitive dependency on pytorch-lightning and may be impacted: - finetuning-scheduler 0.3.2 - lightning-hpo 0.0.5 Source cves: CVE-2026-31221 Source advisory: OSV:PYSEC-2026-3043...

bigdl-chronos (2.0.0), bigdl-chronos-spark2 (2.0.0) +10 more potentially affected by CVE-2026-31221 via pytorch-lightning (1.6.4)

pytorch-lightning PYPI version 1.6.4 is affected by a known vulnerability. The following packages have a transitive dependency on pytorch-lightning and may be impacted: - bigdl-chronos 2.0.0 - bigdl-chronos-spark2 2.0.0 - bigdl-chronos-spark3 2.0.0 - dicee =0.0.2, =0.1.5, =0.0.2, =0.0.3, =1.0.0,...

bob-bio-face (8.0.0), bob-bio-video (7.0.0) +3 more potentially affected by CVE-2026-31221 via pytorch-lightning (1.8.1)

pytorch-lightning PYPI version 1.8.1 is affected by a known vulnerability. The following packages have a transitive dependency on pytorch-lightning and may be impacted: - bob-bio-face 8.0.0 - bob-bio-video 7.0.0 - bob-pad-face 5.0.0 - everyvoice 0.1.20230307 - finetuning-scheduler 0.3.1 Source...

finetuning-scheduler (0.2.1), nlhappy (2022.9.14) +1 more potentially affected by CVE-2026-31221 via pytorch-lightning (1.7.1)

pytorch-lightning PYPI version 1.7.1 is affected by a known vulnerability. The following packages have a transitive dependency on pytorch-lightning and may be impacted: - finetuning-scheduler 0.2.1 - nlhappy 2022.9.14 - pytorch-segmentation-models-trainer 0.17.0 Source cves: CVE-2026-31221 Source...

autogluon-timeseries (>=0.6.3b20230121, <=0.6.3b20230209), contra-il6 (>=1.0.1, <=1.0.4) +17 more potentially affected by CVE-2026-31221 via pytorch-lightning (1.8.6)

pytorch-lightning PYPI version 1.8.6 is affected by a known vulnerability. The following packages have a transitive dependency on pytorch-lightning and may be impacted: - autogluon-timeseries =0.6.3b20230121, =1.0.1, =1.2.5, =1.3.2, =0.2.0, =0.1.2, =4.0.0rc0, =1.2.43, =1.0.0, =0.1.0, =0.2.1 -...

chemprobe (0.1.5), finetuning-scheduler (0.3.3) +1 more potentially affected by CVE-2026-31221 via pytorch-lightning (1.8.4)

pytorch-lightning PYPI version 1.8.4 is affected by a known vulnerability. The following packages have a transitive dependency on pytorch-lightning and may be impacted: - chemprobe 0.1.5 - finetuning-scheduler 0.3.3 - uncertainty-estimation-models 0.1.0 Source cves: CVE-2026-31221 Source advisory...

EUVD-2026-30303

PyTorch Lightning is a deep learning framework to pretrain and finetune AI models. Versions 2.6.2 and 2.6.2 have introduced functionality consistent with a credential harvesting mechanism...

cookiellmtest (>=1.0.1, <=1.0.6), cookienlp (>=1.0.0, <=1.0.2) +3 more potentially affected by CVE-2026-31221 via pytorch-lightning (1.6.1)

pytorch-lightning PYPI version 1.6.1 is affected by a known vulnerability. The following packages have a transitive dependency on pytorch-lightning and may be impacted: - cookiellmtest =1.0.1, =1.0.0, =1.0.52, =1.0.53 - smallteacher 0.0.1 Source cves: CVE-2026-31221 Source advisory:...

cait (1.1.3), contextualized-ml (>=0.2.5, <=0.2.6) +4 more potentially affected by CVE-2026-31221 via pytorch-lightning (1.9.4)

pytorch-lightning PYPI version 1.9.4 is affected by a known vulnerability. The following packages have a transitive dependency on pytorch-lightning and may be impacted: - cait 1.1.3 - contextualized-ml =0.2.5, =0.3.0, =0.1.0, =0.2.0 Source cves: CVE-2026-31221 Source advisory:...

acids-msprior (>=1.0.1, <=1.1.3), acids-rave (>=2.1.16, <=2.3.1) +9 more potentially affected by CVE-2026-31221 via pytorch-lightning (1.9.0)

pytorch-lightning PYPI version 1.9.0 is affected by a known vulnerability. The following packages have a transitive dependency on pytorch-lightning and may be impacted: - acids-msprior =1.0.1, =2.1.16, =0.0.2, =0.0.1, =0.2.6, =0.4.9, =0.4.0, =0.7.5 - swyft 0.4.2 - tencent-wedata-auto-ml 0.2.39...

bob-bio-face (8.0.0), bob-bio-video (7.0.0) +3 more potentially affected by CVE-2026-31221 via pytorch-lightning (1.8.1)

pytorch-lightning PYPI version 1.8.1 is affected by a known vulnerability. The following packages have a transitive dependency on pytorch-lightning and may be impacted: - bob-bio-face 8.0.0 - bob-bio-video 7.0.0 - bob-pad-face 5.0.0 - everyvoice 0.1.20230307 - finetuning-scheduler 0.3.1 Source...

autogluon-timeseries (>=0.6.3b20230121, <=0.6.3b20230209), contra-il6 (>=1.0.1, <=1.0.4) +17 more potentially affected by CVE-2026-31221 via pytorch-lightning (1.8.6)

pytorch-lightning PYPI version 1.8.6 is affected by a known vulnerability. The following packages have a transitive dependency on pytorch-lightning and may be impacted: - autogluon-timeseries =0.6.3b20230121, =1.0.1, =1.2.5, =1.3.2, =0.2.0, =0.1.2, =4.0.0rc0, =1.2.43, =1.0.0, =0.1.0, =0.2.1 -...

finetuning-scheduler (>=0.1.3, <=0.1.4), mridc (0.1.0) +3 more potentially affected by CVE-2026-31221 via pytorch-lightning (1.6.3)

pytorch-lightning PYPI version 1.6.3 is affected by a known vulnerability. The following packages have a transitive dependency on pytorch-lightning and may be impacted: - finetuning-scheduler =0.1.3, =0.1.0, =0.1.2 - vocalforge 0.0.4 Source cves: CVE-2026-31221 Source advisory:...

finetuning-scheduler (0.3.2), lightning-hpo (0.0.5) potentially affected by CVE-2026-31221 via pytorch-lightning (1.8.2)

pytorch-lightning PYPI version 1.8.2 is affected by a known vulnerability. The following packages have a transitive dependency on pytorch-lightning and may be impacted: - finetuning-scheduler 0.3.2 - lightning-hpo 0.0.5 Source cves: CVE-2026-31221 Source advisory: OSV:GHSA-75M9-98V2-HJPM...