Informatik VII
Lehrstuhl für Computergraphik

Weisfeiler and Leman Go Neural: Higher-order Graph Neural Networks Morris, Christopher, Ritzert, Martin, Fey, Matthias, Hamilton, William L., Lenssen, Jan Eric, Rattan, Gaurav, Grohe, Martin 33rd AAAI Conference on Artificial Intelligence (AAAI-19) (2019)

SplineCNN: Fast Geometric Deep Learning with Continuous B-Spline Kernels Fey, Matthias, Lenssen, Jan Eric, Weichert, Frank, Müller, Heinrich Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), p.869-877 (2018)

Recognizing Cuneiform Signs Using Graph Based Methods Kriege, Nils, Fey, Matthias, Fisseler, Denis, Mutzel, Petra, Weichert, Frank International Workshop on Cost-Sensitive Learning (COST) (2018)

Just Jump: Dynamic Neighborhood Aggregation in Graph Neural Networks Fey, Matthias ICLR Workshop on Representation Learning on Graphs and Manifolds (2019)

Group Equivariant Capsule Networks Lenssen, Jan Eric, Fey, Matthias, Libuschewski, Pascal Neural Information Processing Systems (NIPS) 32 (2018)

Fast Graph Representation Learning with PyTorch Geometric Fey, Matthias, Lenssen, Jan Eric ICLR Workshop on Representation Learning on Graphs and Manifolds (2019)

Deep Graph Matching Consensus Fey, Matthias, Lenssen, Jan Eric, Morris, Christopher, Masci, Jonathan, Kriege, Nils International Conference on Learning Representations (ICLR) (accepted for publication) (2020)

Convolutional Neural Networks auf Graphrepräsentationen von Bildern Fey, Matthias (2017)

Adversarial Generation of Continuous Implicit Shape Representations Kleineberg, Marian, Fey, Matthias, Weichert, Frank Eurographics (accepted for publication) (2020)