GateDrain: Availability Attacks and Admission-Side Defense for Confidence-Gated Edge-Cloud Inference

Zonghua Gu, Julian Singh-Smith, Junlin Liao +1

Confidence-gated edge--cloud inference accepts confident local predictions and offloads uncertain inputs to a stronger cloud model. We show that this routing decision creates an av…