Safety-Contract Graph Multi-Agent Reinforcement Learning for Autonomous Network Security Response

Autonomous network-security response systems promise to reduce Security Operations Centre SOC reaction latency, but reward-only multi-agent reinforcement learning MARL can improve security reward while remaining non-deployable. We present a safety-contract graph MARL framework and instantiate it ...

Skybox Change Manager 安全漏洞

Skybox Change Manager is an application from Skybox, Inc. that securely automates the firewall change management process. A security vulnerability exists in Skybox Change Manager version 13.2.170, which stems from the inclusion of a stored cross-site scripting vulnerability...