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Jonathan Godwin

Band-gap regression with architecture-optimized message-passing neural networks

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Sep 12, 2023
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Learned Force Fields Are Ready For Ground State Catalyst Discovery

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Sep 26, 2022
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Pre-training via Denoising for Molecular Property Prediction

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May 31, 2022
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Learned Coarse Models for Efficient Turbulence Simulation

Jan 04, 2022
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Automap: Towards Ergonomic Automated Parallelism for ML Models

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Dec 06, 2021
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Large-scale graph representation learning with very deep GNNs and self-supervision

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Jul 20, 2021
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Very Deep Graph Neural Networks Via Noise Regularisation

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Jun 15, 2021
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Graph Networks with Spectral Message Passing

Dec 31, 2020
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Learning to Simulate Complex Physics with Graph Networks

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Feb 21, 2020
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Deep Semi-Supervised Learning with Linguistically Motivated Sequence Labeling Task Hierarchies

Dec 29, 2016
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