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...