Fusion is Not Enough: Single Modal Attacks on Fusion Models for 3D Object Detection

1 code implementation • 28 Apr 2023 • Zhiyuan Cheng, Hongjun Choi, James Liang, Shiwei Feng, Guanhong Tao, Dongfang Liu, Michael Zuzak, Xiangyu Zhang

We argue that the weakest link of fusion models depends on their most vulnerable modality, and propose an attack framework that targets advanced camera-LiDAR fusion-based 3D object detection models through camera-only adversarial attacks.

3D Object Detection Autonomous Driving +2

Exploiting Logic Locking for a Neural Trojan Attack on Machine Learning Accelerators

no code implementations • 12 Apr 2023 • Hongye Xu, Dongfang Liu, Cory Merkel, Michael Zuzak

If an incorrect secret key is used, a set of deterministic errors is produced in locked modules, restricting unauthorized use.

Robust and Attack Resilient Logic Locking with a High Application-Level Impact

no code implementations • 7 Jan 2021 • Yuntao Liu, Michael Zuzak, Yang Xie, Abhishek Chakraborty, Ankur Srivastava

(3) Our experiments show that SAS and RSAS exhibit better SAT resilience than SFLL and have similar effectiveness.

Cryptography and Security Hardware Architecture Formal Languages and Automata Theory