Maximilian Andreas Hoefler

Leveraging Sparsity for Privacy in Collaborative Inference

2026

Collaborative inference (CI) is hampered by high communication costs and privacy risks, with existing defenses often forcing a trade-off between efficiency and formal privacy guarantees. In this work, we present a framework that leverages activation …