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Data Analytics and Machine Learning Group's Projects

cdvae icon cdvae

An SE(3)-invariant autoencoder for generating the periodic structure of materials [ICLR 2022]

dbu-robustness icon dbu-robustness

Evaluating Robustness of Predictive Uncertainty Estimation: Are Dirichlet-based Models Reliable ? (ICML 2021)

gemnet_pytorch icon gemnet_pytorch

GemNet model in PyTorch, as proposed in "GemNet: Universal Directional Graph Neural Networks for Molecules" (NeurIPS 2021)

gemnet_tf icon gemnet_tf

GemNet model in TensorFlow, as proposed in "GemNet: Universal Directional Graph Neural Networks for Molecules" (NeurIPS 2021)

ibmb icon ibmb

Influence-Based Mini-Batching (IBMB), as proposed in "Influence-Based Mini-Batching for Graph Neural Networks" (LoG 2022)

magnet icon magnet

Official Implementation of the Paper "MAGNet: Motif-Agnostic Generation of Molecules from Shapes"

pprgo_pytorch icon pprgo_pytorch

PPRGo model in PyTorch, as proposed in "Scaling Graph Neural Networks with Approximate PageRank" (KDD 2020)

pprgo_tensorflow icon pprgo_tensorflow

PPRGo model in TensorFlow 1, as proposed in "Scaling Graph Neural Networks with Approximate PageRank" (KDD 2020)

seml icon seml

SEML: Slurm Experiment Management Library

synthetic_coordinates icon synthetic_coordinates

Synthetic coordinates for GNNs, as proposed in "Directional Message Passing on Molecular Graphs via Synthetic Coordinates" (NeurIPS 2021)

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