Research
Between 2013 and 2015 I was a PhD student / researcher at the Machine Learning and Robotics lab (MLR) at the University Stuttgart, Germany. My supervisor was Prof. Marc Toussaint.
I worked on combining machine learning and robotics to enable robots to explore and learn the world efficiently.
The Curious Robot is a poster that I presented at the Machine Learning Summer School Tübingen in 2013.
Publications
Identification of Unmodeled Objects from Symbolic Descriptions
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arXiv:1701.06450, 2017
Robots Solving Serial Means-Means-End Problems
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In Proc. of Combining AI Reasoning and Cognitive Science with Robotics Workshop at Robotics: Science and Systems, 2015
Active Exploration of Joint Dependency Structures
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Proc. of the IEEE Int. Conf. on Robotics & Automation (ICRA 2015), 2015
Entropy Based Strategies for Physical Exploration of the Environment's Degrees of Freedom
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Proc. of the Int. Conf. on Intelligent Robots and Systems (IROS 2014), 2014
Where am I? What is going on? - World Modelling using Multi-Hypothesis Kalman Filters for Humanoid Soccer Robots
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Free University Berlin, Germany, Master's Thesis, 2012
Berlin United – FUmanoids Team Description Paper 2012
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RoboCup 2012: Robot Soccer World Cup XVI Preproceedings, 2012
FUmanoids Team Description Paper 2011
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RoboCup 2011: Robot Soccer World Cup XV Preproceedings, 2011
FUmanoid Team Description Paper 2010
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RoboCup 2010: Robot Soccer World Cup XIV Preproceedings, 2010
FUmanoid Team Description Paper 2009
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RoboCup 2009: Robot Soccer World Cup XIII Preproceedings, 2009
Supervised Theses
During my time as researcher, I supervised/was involved in the following theses of students:
2015
- K. Kälberer: Nicht-Markow Feature Entdeckung für echte Roboter. Bachelor Thesis, University of Stuttgart, 2015.
- S. Fuchs: Inferring Object Hypotheses Based on Feature Motion from Different Sources. Master Thesis, University of Stuttgart, 2015.
2014
- V. Zielke: Instance-based learning of affordances. Studienarbeit, University of Stuttgart, 2014.
2013
- P. Suhm: Vision and slam on a highly dynamic mobile two-wheeled robot. BSc Thesis, University of Stuttgart, 2013.
- M. Dreher: Two-wheeled racer. Diplomarbeit, University of Stuttgart, 2013.
- P. Niethammer: Motion Designer: Ein interaktives Tool zum Entwerfen von Bewegungen. BSc Thesis, University of Stuttgart, 2013.
Teaching
I did some teaching during my time as a research assistant at the University of Stuttgart. Here is a list of the courses:
- WS 2015 - Introduction to Robotics
- WS 2015 - Introduction to AI / python primer
- SS 2015 - Fachstudie: Perception for Robotics
- WS 2015 - Introduction to AI / python primer
- WS 2014 - StuPro: MailBot
- WS 2014 - MLR Colloquium
- SS 2014 - Machine Learning
- SS 2014 - MLR Colloquium
- WS 2013 - Introduction to Robotics
- SS 2013 - Hauptseminar: Topics in Robotics
- SS 2013 - Datenstrukturen und Algorithmen
I did some more teaching when I was a student at the Free University of Berlin: