dmlc--dgl
VoVAllen
a00636a02b
* several nn example * appnp * fix lint * lint * add dgi * fix * fix * fix * fff * docs * 111 * fix * change init * change result * tiaocan+1 * fix * fix lint * fix * fix
39 行
677 B
Markdown
39 行
677 B
Markdown
Deep Graph Infomax (DGI)
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========================
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- Paper link: [https://arxiv.org/abs/1809.10341](https://arxiv.org/abs/1809.10341)
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- Author's code repo (in Pytorch):
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[https://github.com/PetarV-/DGI](https://github.com/PetarV-/DGI)
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Dependencies
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------------
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- tensorflow 2.1+
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- requests
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```bash
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pip install tensorflow requests
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```
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How to run
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----------
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Run with following:
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```bash
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python3 train.py --dataset=cora --gpu=0 --self-loop
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```
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```bash
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python3 train.py --dataset=citeseer --gpu=0
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```
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```bash
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python3 train.py --dataset=pubmed --gpu=0
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```
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Results
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-------
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* cora: ~81.6 (80.9-82.9) (paper: 82.3)
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* citeseer: ~70.2 (paper: 71.8)
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* pubmed: ~77.2 (paper: 76.8)
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