Search Results for author: Christian Dallago

Found 3 papers, 2 papers with code

3D Infomax improves GNNs for Molecular Property Prediction

1 code implementation • NeurIPS Workshop AI4Scien 2021 • Hannes Stärk, Dominique Beaini, Gabriele Corso, Prudencio Tossou, Christian Dallago, Stephan Günnemann, Pietro Liò

Molecular property prediction is one of the fastest-growing applications of deep learning with critical real-world impacts.

Contrastive Learning Graph Learning +2

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3D Pre-training improves GNNs for Molecular Property Prediction

no code implementations • 29 Sep 2021 • Hannes Stärk, Dominique Beaini, Gabriele Corso, Prudencio Tossou, Christian Dallago, Stephan Günnemann, Pietro Lio

Molecular property prediction is one of the fastest-growing applications of deep learning with critical real-world impacts.

Molecular Property Prediction Self-Supervised Learning

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ProtTrans: Towards Cracking the Language of Life's Code Through Self-Supervised Deep Learning and High Performance Computing

1 code implementation • 13 Jul 2020 • Ahmed Elnaggar, Michael Heinzinger, Christian Dallago, Ghalia Rihawi, Yu Wang, Llion Jones, Tom Gibbs, Tamas Feher, Christoph Angerer, Martin Steinegger, Debsindhu Bhowmik, Burkhard Rost

Here, we trained two auto-regressive models (Transformer-XL, XLNet) and four auto-encoder models (BERT, Albert, Electra, T5) on data from UniRef and BFD containing up to 393 billion amino acids.

Ranked #1 on Protein Secondary Structure Prediction on CB513

Dimensionality Reduction Protein Secondary Structure Prediction

448

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