Qi Zhao

Email qi.jpg
Telephone +49 721 608-41331
Room 165
Address Karlsruhe Institute of Technology
Institute of Information Security and Dependability
Am Fasanengarten 5, Geb. 50.34
76131 Karlsruhe, Germany

About me

I am a doctoral student in the research group of "Intelligent System Security" headed by Prof. Wressnegger at Karlsruhe Institute of Technology(KIT). I received my Bacholer degree in 2016 at China University of Petroleum (East China). And I finished my M.Sc majored in Mechanical Engineering at Karlsruhe Institute of Technology (KIT) in August 2020. I was focusing on the study of Cognitive System, Machine Learning and Adversarial Robustness of Deep Learning.

Research Interests

  1. Adversarial Vulnerability of Deep Learning Models
  2. Defensive Methods and Model Robustness Optimization
  3. Robust Deep Learning Models on Hardware-Constrained Platform

Publications

BreakingBED -- Breaking Binary and Efficient Deep Neural Networks by Adversarial Attacks
Manoj Rohit Vemparala, Alexander Frickenstein, Nael Fasfous, Lukas Frickenstein, Qi Zhao, Sabine Kuhn, Daniel Ehrhardt, Yuankai Wu, Christian Unger, Naveen Shankar Nagaraja, Walter Stechele
Proc. of Intelligent Systems Conference (IntelliSys) , September 2021.

Adversarial Robust Model Compression using In-Train Pruning.
Manoj Vemparala, Nael Fasfous, Alexander Frickenstein, Sreetama Sarkar, Qi Zhao, Sabine Kuhn, Lukas Frickenstein, Anmol Singh, Christian Unger, Naveen Nagaraja, Christian Wressnegger and Walter Stechele.
Proc. of 3rd CVPR Workshop on Safe Artificial Intelligence for Automated Driving (SAIAD), June 2021.