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favour-nerrise authored Dec 5, 2024
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# xGW-GAT

This repository is the official implementation of `xGW-GAT`, an explainable, graph attention network for n-ary, transductive, classification tasks for functional brain connectomes and gait impairment severity. Our associated paper, **"An Explainable Geometric-Weighted Graph Attention Network for Identifying Functional Networks Associated with Gait Impairment"** has been accepted to MICCAI 2023 and is supported by the MICCAI 2023 STAR award. Check out our [preprint](https://arxiv.org/abs/2307.13108), [paper](https://link.springer.com/chapter/10.1007/978-3-031-43895-0_68) and our [oral talk](https://youtu.be/ZqoIfHHcIXc)!
This repository is the official implementation of `xGW-GAT`, an explainable, graph attention network for n-ary, transductive, classification tasks for functional brain connectomes and gait impairment severity. Our associated paper, **"An Explainable Geometric-Weighted Graph Attention Network for Identifying Functional Networks Associated with Gait Impairment"** has been accepted to MICCAI 2023 and is supported by the MICCAI 2023 STAR award. Check out our [preprint](https://arxiv.org/abs/2307.13108), [paper](https://link.springer.com/chapter/10.1007/978-3-031-43895-0_68), and our [oral talk](https://youtu.be/ZqoIfHHcIXc)!

Our pipeline of three modules:
1) A stratified, learning-based sample selection method leveraging Riemannian metrics for connectome similarity comparisons
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