Senior Scientist Head of Cognitive Security Technologies Fraunhofer Institute for Applied and Integrated Security Address Fraunhofer AISEC Institute Parkring 4 85748 Garching bei München, Deutschland Tel.: +49 89 32299 86 149 Fax.: +49 89 32299 86 299 Emails firstname.lastname@example.org email@example.com Office hours By appointment
I am mainly interested at adversarial and robust learning, and also machine learning applications on security problems. Theoretically I maintain enormous interest on nonparametric large-scale learning, semi-supervised outlier detection, and also copula probabilistic model, Causal inference. Besides, I am fond of NLP and Vision where artificial intelligence seems promising already and will be getting jaw dropping real. I am open for projects and research collaboration, if we’ve common interests.
2016 Visiting Scholar, Stanford University, CA, USA Dept. of computer science (Gates), HCI group. Advisor: Prof. Michael Bernstein, Nicolas Kokkalis, Chengdiao Fan Ph.D Informatik (Computer Science), Technische Universität München, Munich, Germany Chair of IT Security Dissertation: Adversarial and Secure Machine Learning. Advisor: Prof.Dr. Claudia Eckert, director of Fraunhofer Institute AISEC 2nd Examiner: Prof. Fabio Roli, director of PRA Lab, University of Cagliari 2011 M.Sc. Informatik (Computer Science), Technische Universität München, Munich, Germany Master Thesis: Structure Learning of Copula Bayesian Networks. Thesis supervisor: Prof.Dr. Stefan Kramer, Dr. Jana Schmidt 2007 B.Sc. Computer Science, Tongji University, Shanghai, China incl. one-year German Intensive Course (2004/05)
2016 - present Head of research group Cognitive Security Technologies Fraunhofer Institute for Applied and Integrated Security, Munich, Germany 2015.10 - 2016.01 Research Intern, Alibaba Group Inc. Hangzhou, China Data Scientist - Antispam team for Search Quality 2014 - present Machine Learning Advisor, tagtog.net, Munich, Germany 2012.03 - 2012.09 Research Intern, Fraunhofer AISEC Institute, Munich, Germany Working as cloud security analyst, e.g., Nebula, OpenStack.. 2010.03 - 2010.09 Assistant Researcher, Chair Of Network Architecture, Technische Universität München, Germany Internet Exploration and Cartography by developing traceroute tool 2009.10 - 2011.03 Assistant Researcher, Chair Of IT Security, Technische Universität München, Germany Malware detection using machine learning, Grammatical Inference Toolbox code 2007.06 - 2008.07 Software Engineer, Pioneer Suntec Electronic Technology, Shanghai, China UI Development on oversear project of Navigation System
2017 Google Sommer Code: Honeypot Project Mentor Paper review, Journal of Supercomputing 2017 2016 TC member paper review, S+SSPR 2016 2015 Poster/Oral at main conference ICML’15, Lille, France Invited speaker at ACM/IEEE student club Munich, Munich, Germany Paper review Neurocomputing Journal 2013 Demo presentation at ECIR’13, Moscow, Russia Paper co-review, AAAI, ACML 2012 Keynote at Machine Learning Cake Talk Workshop, Munich, Germany
2016 Selected Advanced Topics on Cyber Security, Technische Universität München, Germany Applied Machine Learning on Cyber Security: An Overview Adversarial Learning: AI as a New Security Threat 2015 Seminar: Adversarial Machine Learning Technische Universität München, Germany 2014 Practical Course: Anomaly Detection Challenges Technische Universität München, Germany 2013 Seminar : Machine Learning in Adversarial Environment Technische Universität München, Germany 2012 Seminar : Machine Learning in Adversarial Environment Technische Universität München, Germany
SUPERVISED STUDENT WORKS
2016 Jan Lauinger. Large Scale Anomaly Detection using Spark. Bachelor Thesis, Technische Universität München, Aug. 2016. 2015 Dieu Linh Tran. Incremental One-Class Support Vector Machines with Minor Supervised Labels. Master Thesis, Technische Universität München, Oct. 2015. Aleieldin Salam. Semantic-based Malware Detection with Hidden Markov Model. Guided Research, July 2015. 2014 Heeren Sharma. Concept Learner for CorMel Transaction Trees in Amadeus Data Processing Systems. Master Thesis, Technische Universität München, Mar. 2014. 2013 Sami Ghawi. Spatio-Temporal Anomaly Detection in Mobile Devices. Master Thesis, Technische Universität München, Oct. 2013.
2017 Felix F., Konstantin B., Huang X., Christian S., Yasemin A., Michael B., Sascha F. Stack Overflow Considered Harmful? The Impact of Copy&Paste on Android Application Security. In 38th IEEE Symposium on Security and Privacy, May. 2017. 2015 Xiao, Huang. Adversarial and Secure Machine Learning. Dissertation. Technische Universität München, Oct. 2015. Xiao, Huang, Battista Biggio, Gavin Brown, Giorgio Fumera, Claudia Eckert, and Fabio Roli. Is Feature Selection Secure against Training Data Poisoning?. In Proceedings of The 32nd International Conference on Machine Learning (ICML’15), Lille, France, July 2015. 2014 Xiao, Huang, Battista Biggio, Blaine Nelson, Han Xiao, Claudia Eckert, and Fabio Roli. Support Vector Machines under Adversarial Label Contamination. Journal of Neurocomputing, Special Issue on Advances in Learning with Label Noise, August 2014. In press. 2013 Xiao, Huang, and Claudia Eckert. Indicative Support Vector Clustering with its Application on Anomaly Detection. In IEEE 12th International Conference on Machine Learning and Applications (ICMLA’13), Miami, Florida, December 2013. Xiao, Han, Huang Xiao, and Claudia Eckert. Learning from Multiple Observers with Unknown Expertise. In Proceedings of 17th Pacific-Asia Conference on Knowledge Discovery and Data Mining, Australia, April 2013. Springer. Xiao, Huang, Han Xiao, and Claudia Eckert. OPARS: Objective Photo Aesthetics Ranking System. In 34th European Conference on Information Retrieval (ECIR’13), Moscow, Russia, March 2013. 2012 Xiao, Han, Huang Xiao, and Claudia Eckert. Adversarial Label Flips Attack on Support Vector Machines. In 20th European Conference on Artificial Intelligence (ECAI), Montepellier, France, August 2012. Regular Paper (AR: 28%). 2011 Xiao, Huang. Structure Learning in Copula Bayesian Networks. Master thesis, Technische Universität München, November 2011. 2010 Akram, Hasan Ibne, Colin de la Higuera, Huang Xiao, and Claudia Eckert. Grammatical Inference Algorithms in MATLAB. In Proceedings of the 10th International Colloquium on Grammatical Inference, Valencia, Spain, 2010. Springer-Verlag.