Wenbo Guo

Ph.D. Candidate
College of Information Science and Technology
The Pennsylvania State University
wzg13@ist.psu.edu
Office: E356 Westgate Building, State College, PA, 16802.

Google Scholar


Short bio: I am a first-year Ph.D. student in IST at Penn State. I am fortunate to work with Dr. Xinyu Xing and Dr. C. Lee Giles. I am also working closely with Dr. Lynn Lin from Department of Statistics, Penn State. Before joining Penn State, I received my master's degree at Shanghai Jiao Tong University at March 2017.

My research interests lies in deep learning and computer security.

Selected Publications

Scrutinizing the Weakness and Strength of AI Systems
Wenbo Guo, Xinyu Xing, Jimmy Su.
DEFCON China. (DEFCON'18)

Facilitating Postmortem Program Analysis with Deep Learning
Wenbo Guo, Xinyu Xing, Jimmy Su.
DEFCON China. (DEFCON'18)

Towards Interrogating Discriminative Machine Learning Models
Wenbo Guo, Kaixuan Zhang, Lin Lin, Sui Huang, Xinyu Xing.
arXiv preprint arXiv:1705.08564.

Adversary Resistant Deep Neural Networks with an Application to Malware Detection
Wenbo Guo**, Qinglong Wang**, Kaixuan Zhang, Alexander G. Ororbia II, Xinyu Xing, Xue Liu, C. Lee Giles.
Proceedings of the 23rd ACM SIGKDD Conference on Knowledge Discovery and Data Mining. (KDD'17)

Active Learning Support Vector Machineswith Low-Rank Transformation
Liang Gong, Wenbo Guo*, Yupu Yang.
Intelligent Data Analysis.

Using non-invertible data transformations to build adversary-resistant deep neural networks
Qinglong Wang, Wenbo Guo, Alexander G. Ororbia II, Xinyu Xing, Lin Lin, C. Lee Giles, Xue Liu, Peng Liu, Gang Xiong.
arXiv preprint arXiv:1610.01934.

Spectral Clustering based Active Learning with Applications to Text Classification
Wenbo Guo, Chun Zhong, Yupu Yang.
Proceedings of the 8th International Conference on Computer and Automation Engineering. (ICCAE'16)

Distributed Fault Diagnosis of Plantwide Process for Fuel Cell Power System
Shuanghong Li, Wenbo Guo, Yupu Yang.
Journal of Computational and Theoretical Nanoscience.

(**equal contribution, *corresponding author)

Experiences

Research Intern, 2018.5 - 2018.8.
JD Security Research Center in Silicon Valley.

Professional Servies

Subreviewer:
CCS 2018.
NIPS 2017 ML&Security workshop.
Eurosys 2018.
CCS 2017.
IEEE Trans. on Dependable and Secure Computing.