TUM Logo

Huang Xiao

Huang Xiao


now at Fraunhofer AISEC


Research Interests

My research interests include adversarial and secure machine learning, anomaly detection, semi-supervised learning, nonparametric learning. I am generally interested at machine learning and its applicaitons. Now I focus on applying machine learning on cyber security problems.

I am currently working at Fraunhofer AISEC Institute. Check my personal web for more: huangxiao.de
SS 2012 Seminar : Machine Learning in Adversarial Environment
SS 2013 Seminar : Machine Learning in Adversarial Environment
WS 2014 Practical Course: Anomaly Detection Challenges (firstly established practical course)
SS 2015

Seminar: Adversarial Machine Learning
SS 2016

Selected Advanced Topics on Cyber Security

Applied Machine Learning on Cyber Security: An Overview
Adversarial Learning: AI as a New Security Threat




Supervised Student Works
Sami Ghawi.

Spatio-Temporal Anomaly Detection in Mobile Devices.

Master Thesis, Technische Universität München, Oct. 2013.
Heeren Sharma.

Concept Learner for CorMel Transaction Trees in Amadeus Data Processing Systems.

Master Thesis, Technische Universität München, Mar. 2014.
Aleieldin Salam.

Semantic-based Malware Detection with Hidden Markov Model.

Guided Research, July 2015.
Dieu Linh Tran.

Incremental One-Class Support Vector Machines with Minor Supervised Labels.

Master Thesis, Technische Universität München, Oct. 2015.
Jan Lauinger.

Large Scale Anomaly Detection using Spark.

Bachelor Thesis, Technische Universität München, Aug. 2016 (in progress).






2019 Stack Overflow Considered Helpful! Deep Learning Security Nudges Towards Stronger Cryptography
2017 Stack overflow considered harmful? The impact of copy&paste on Android application security
2015 Is Feature Selection Secure against Training Data Poisoning?
2014 Support Vector Machines under Adversarial Label Contamination
2013 Indicative Support Vector Clustering with its Application on Anomaly Detection
Learning from Multiple Observers with Unknown Expertise
OPARS: Objective Photo Aesthetics Ranking System
2012 Adversarial Label Flips Attack on Support Vector Machines
2010 Grammatical Inference Algorithms in MATLAB