Side-Channel Inference of Model Information

When an organization deploys a model in a shared computing environment, assuming that exposing only the inference interface is secure; due to unmitigated control gaps, an attacker infers architectural characteristics by measuring response time distributions and uses them to design more effective follow-on attacks, triggering compliance exposure and operational reputational costs.