The Fly That Stopped: Mushroom-Body-Inspired Habituation As a Reward-Free Scheduling Prior for Autonomous Penetration Testing

Autonomous security-testing agents can spend much of a fixed action budget repeating earlier tool selections. We evaluate a reward-free scheduler inspired by mushroom-body novelty processing in Drosophila. It combines sparse state encoding with decaying habituation counters over structural URL...