AnalysisCybersecurityJuly 13, 2026
Event Burst Trigger: An Availability Backdoor Attack on Event-Based SNN Object Detection
Paper demonstrates an availability backdoor attack on event-based spiking neural network object detectors using a 'Event Burst Trigger' that causes detection failure. The attack exploits the temporal sparsity of event streams and can be triggered by a few adversarial events, degrading model accuracy without altering model parameters.