chore: import upstream snapshot with attribution

2026-07-13 13:35:51 +08:00
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+Deep Graph Infomax (DGI)
+========================
+
+- Paper link: [https://arxiv.org/abs/1809.10341](https://arxiv.org/abs/1809.10341)
+- Author's code repo (in Pytorch):
+  [https://github.com/PetarV-/DGI](https://github.com/PetarV-/DGI)
+
+Dependencies
+------------
+- tensorflow 2.1+
+- requests
+
+```bash
+pip install tensorflow requests
+```
+
+How to run
+----------
+
+Run with following:
+
+```bash
+python3 train.py --dataset=cora --gpu=0 --self-loop
+```
+
+```bash
+python3 train.py --dataset=citeseer --gpu=0
+```
+
+```bash
+python3 train.py --dataset=pubmed --gpu=0
+```
+
+Results
+-------
+* cora: ~81.6 (80.9-82.9) (paper: 82.3)
+* citeseer: ~70.2 (paper: 71.8)
+* pubmed: ~77.2 (paper: 76.8)