DriftNet: A Dual-Head Trajectory Transformer for Detecting and Localizing Prompt Injection in LLM Agents

When an indirect prompt injection succeeds against an LLM agent, the compromise is visible in the agent's own behavior: a benign prefix of tool calls, a poisoned observation, and a suffix of actions that serve the attacker. An operator needs three facts: where the attack entered, which steps it...

ViPER: Vision-Based Packing-Aware Encoder for Robust Malware Detection

Visualization-based malware detection maps raw binary bytes to grayscale images and applies learned visual classifiers, providing an evasion-resistant and disassembly-free alternative to conventional analysis pipelines. However, executable packing remains a critical failure mode: packed binaries...

gtk2 security and bug fix update

2.10.4-29 - Improve patch to parse CUPS user lpoptions file to avoid crashes on s390 and ia64 Resolves: 603809 2.10.4-28 - Fix the filechooser not opening selected file when location entry is empty Resolves: 518483 2.10.4-27 - Fix integer overflow in GdkPixbuf's XBM image file format loader...

Scientific Linux Security Update : xorg-x11-server on SL5.x i386/x86_64 (20120221)

X.Org is an open source implementation of the X Window System. It provides the basic low-level functionality that full-fledged graphical user interfaces are designed upon. A flaw was found in the way the X.Org server handled lock files. A local user with access to the system console could use thi...