Malicious Agent Detection for Robust Multi-Agent Collaborative Perception

Overview

MADE detects malicious collaborators using consistency-based statistics and hypothesis testing with false-positive control. Simulated and real-road V2X evaluations examine whether removing suspicious agents protects cooperative object detection against adversarial information.