Beyond F1: Evaluating Coverage and Failure Recovery in AI Model Security Scanners

Static scanners are increasingly used to identify executable or otherwise unsafe content in machine- learning artifacts, yet conventional evaluation metrics characterize only cases where a scanner yields a usable security judgment. We evaluate ModelScan, ModelAudit, and Fickling using a controlle...

CVE-2025-71072

CVE-2025-71072 concerns a Linux kernel issue affecting shmem rename recovery when memory pressure causes MapleTree insertions to fail and simple_offset_rename/simple_offset_rename_exchange to not recover properly. The fix prevents post-success failures (e.g., after shmem_whiteout) by preinserting...

CVE-2024-31144

Xapi contains a metadata injection vulnerability in its backup and restore functionality. The system retrieves metadata from Virtual Disk Images (VDIs) by searching for the first match in alphanumeric UUID order. Because the host does not trust VDI content, a malicious guest can manipulate its ow...