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Lukas Faber
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2020 – today
- 2024
- [b1]Lukas Faber:
Explaining and Improving Communication in Graph Neural Networks. ETH Zurich, Zürich, Switzerland, 2024 - [c9]Peter Müller, Lukas Faber, Karolis Martinkus, Roger Wattenhofer:
GraphChef: Decision-Tree Recipes to Explain Graph Neural Networks. ICLR 2024 - 2023
- [c8]Lukas Faber, Roger Wattenhofer:
Neural Status Registers. ICML 2023: 9508-9522 - [c7]Lukas Faber, Roger Wattenhofer:
GwAC: GNNs With Asynchronous Communication. LoG 2023: 8 - 2022
- [i8]Lukas Faber, Roger Wattenhofer:
Asynchronous Neural Networks for Learning in Graphs. CoRR abs/2205.12245 (2022) - [i7]Peter Müller, Lukas Faber, Karolis Martinkus, Roger Wattenhofer:
DT+GNN: A Fully Explainable Graph Neural Network using Decision Trees. CoRR abs/2205.13234 (2022) - 2021
- [c6]Lukas Faber, Amin K. Moghaddam, Roger Wattenhofer:
When Comparing to Ground Truth is Wrong: On Evaluating GNN Explanation Methods. KDD 2021: 332-341 - [c5]Pál András Papp, Karolis Martinkus, Lukas Faber, Roger Wattenhofer:
DropGNN: Random Dropouts Increase the Expressiveness of Graph Neural Networks. NeurIPS 2021: 21997-22009 - [i6]Nikola Jovanovic, Zhao Meng, Lukas Faber, Roger Wattenhofer:
Towards Robust Graph Contrastive Learning. CoRR abs/2102.13085 (2021) - [i5]Lukas Faber, Yifan Lu, Roger Wattenhofer:
Should Graph Neural Networks Use Features, Edges, Or Both? CoRR abs/2103.06857 (2021) - [i4]Pál András Papp, Karolis Martinkus, Lukas Faber, Roger Wattenhofer:
DropGNN: Random Dropouts Increase the Expressiveness of Graph Neural Networks. CoRR abs/2111.06283 (2021) - 2020
- [i3]Lukas Faber, Roger Wattenhofer:
Neural Status Registers. CoRR abs/2004.07085 (2020) - [i2]Lukas Faber, Sandro Luck, Damian Pascual, Andreas Roth, Gino Brunner, Roger Wattenhofer:
Medley2K: A Dataset of Medley Transitions. CoRR abs/2008.11159 (2020) - [i1]Lukas Faber, Amin K. Moghaddam, Roger Wattenhofer:
Contrastive Graph Neural Network Explanation. CoRR abs/2010.13663 (2020)
2010 – 2019
- 2019
- [c4]Tara Safavi, Caleb Belth, Lukas Faber, Davide Mottin, Emmanuel Müller, Danai Koutra:
Personalized Knowledge Graph Summarization: From the Cloud to Your Pocket. ICDM 2019: 528-537 - 2018
- [c3]Cindy Perscheid, Lukas Faber, Milena Kraus, Paul Arndt, Michael Janke, Sebastian Rehfeldt, Antje Schubotz, Tamara Slosarek, Matthias Uflacker:
A Tissue-aware Gene Selection Approach for Analyzing Multi-tissue Gene Expression Data. BIBM 2018: 2159-2166 - [c2]Erik Scharwächter, Fabian Geier, Lukas Faber, Emmanuel Müller:
Low Redundancy Estimation of Correlation Matrices for Time Series Using Triangular Bounds. PAKDD (2) 2018: 458-470 - 2017
- [c1]Sebastian Serth, Stephan Haarmann, Lukas Faber:
Serving Live Multimedia for the Linked Open Data Cloud. GI-Jahrestagung 2017: 2487-2498
Coauthor Index
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