alignment-cage-challenge-2

Alignment of Autonomous Cyber Defense Agents via Adaptive Policy Shaping Code for our paper Alignment of Autonomous Cyber Defense Agents via Adaptive Policy Shaping. This repository extends CybORG CAGE Challenge 2 to study how autonomous defenders can be steered towards operational priorities whi...

Alignment of Autonomous Cyber Defense Agents Via Adaptive Policy Shaping

Cybersecurity operators increasingly encounter sophisticated and fast-paced attacks, making autonomous cyber defense ACD a critical approach for supporting timely and effective decision-making. Reinforcement learning RL-based ACD agents have the ability to autonomously observe network states and...

DeepXplain: XAI-Guided Autonomous Defense against Multi-Stage APT Campaigns

Advanced Persistent Threats APTs are stealthy, multi-stage attacks that require adaptive and timely defense. While deep reinforcement learning DRL enables autonomous cyber defense, its decisions are often opaque and difficult to trust in operational environments. This paper presents DeepXplain, a...