Lukas Faber

Publications

Medley2K: A Dataset of Medley Transitions
Lukas Faber, Sandro Luck, Damian Pascual, Andreas Roth, Gino Brunner and Roger Wattenhofer.
13th International Workshop on Machine Learning and Music (MML at ECML-PKDD), Ghent, Belgium, September 2020.
BibTeX
Contrastive GNN Explanation
Lukas Faber, Amin K. Moghaddam and Roger Wattenhofer.
Graph Representation Learning and Beyond Workshop (GRL+ at ICML), July 2020.
BibTeX
Personalized Knowledge Graph Summarization: From the Cloud to Your Pocket
Tara Safavi, Caleb Belth, Lukas Faber, Davide Mottin, Emmanuel Müller and Danai Koutra.
International Conference on Data Mining (ICDM), Beijing, China, November 2019.
BibTeX
A Tissue-aware Gene Selection Approach for Analyzing Multi-tissue Gene Expression Data
Cindy Perscheid, Lukas Faber, Milena Kraus, Paul Arndt, Michael Janke, Sebastian Rehfeldt, Antje Schubotz, Tamara Slosarek and Matthias Uflacker.
International Conference on Bioinformatics and Biomedicine (BIBM), Madrid, Spain, December 2018.
BibTeX
Low Redundancy Estimation of Correlation Matrices for Time Series using Triangular Bounds
Erik Scharwächter, Fabian Geier, Lukas Faber and Emmanuel Müller.
Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD), Melbourne, Australia, May 2018.
BibTeX
Serving Live Multimedia for the Linked Open Data Cloud
Sebastian Serth, Stephan Haarmann and Lukas Faber.
Jahrestagung der Gesellschaft für Informatik, Chemnitz, Germany, September 2017.
BibTeX

	Title	Type	Contact/Supervisor	Assigned
Available Theses & Labs
	Beyond Homophily in Graph Neural Networks	M/S	Karolis Martinkus, Lukas Faber	available
	Ideas and Challenges in Graph Machine Learning	B/M/S	Lukas Faber	available
	Topics in Graph Neural Networks	B/M/S	Karolis Martinkus, Lukas Faber	available
Current Theses & Labs
	Title	Type	Contact/Supervisor	Assigned	Student(s)
	Adversarial Attacks in Graph Neural Networks	S	Lukas Faber, Zhao Meng	HS 20
	Development of a decentralised communication framework for an online Tichu game	S	Lukas Faber, Oliver Richter	HS 20
	Explaining and Visualizing Graph Neural Networks	M	Lukas Faber	HS 20
	Graph Neural Networks in Finance	S	Lukas Faber, Béni Egressy	HS 20
	Multiagent Reinforcement Learning in Financial Networks	S	Lukas Faber, Pál András Papp	HS 20
	Tichu AI	S	Lukas Faber, Oliver Richter	HS 20
Past Theses & Labs
	Title	Type	Contact/Supervisor	Assigned	Student(s)
	Attribution Methods for Understanding and Visualizing Graph Neural Networks [confidential]	S	Lukas Faber	FS 20
	Reinforcement Learning in Graph Theory [confidential]	B	Pankaj Khanchandani, Lukas Faber	FS 20
	Tichu Bot	S	Lukas Faber, Zeta Avarikioti	FS 20
	Understanding and Visualizing Graph Neural Networks	S	Lukas Faber	FS 20
	Music Medley Generation [confidential]	G	Damian Pascual, Lukas Faber	HS 19	,