Arslan Basharat

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 take actions to def...