Abhishek Singh*

"SIMBA: Split Inference - Mechanisms, Benchmarks and Attacks"

"In this work, we tackle the question of how to benchmark reconstruction of inputs from deep neural networks (DNN) representations. This inverse problem is of great importance in the privacy community where obfuscation of features has been proposed as a technique for privacy-preserving machine learn…