Merge pull request IllinoisGraphBenchmark#42 from IllinoisGraphBenchm…

…ark/leaderboard-creation

Leaderboard creation

README.md

@@ -5,6 +5,9 @@
 </p>
 
 
+## Official IGB Leadboard is now online!! 🎉
+Head over to the [leaderboard](https://github.com/IllinoisGraphBenchmark/IGB-Datasets/blob/leaderboard-creation/results/README.md#leaderboard-wip) and make your submission. 
+
 ## Installation Guide
 
 ```python

results/README.md

@@ -1,3 +1,21 @@
-# Results
+# Leaderboard
 
-This folder contains results of the runs that we performed. The results a bit outdated and will be updated in the coming days. 
+Welcome to the official leaderboard for the Illinois Graph Benchmark. This will help us keep track of the state of the art GNN models and encourage reproducibility. 
+
+## How to submit
+
+You can make your submission using this [Google form](https://forms.gle/h88sdFx173jHRkmb7).
+
+### Illinois Graph Benchmark - Heterogeneous (IGB-HET) Leaderboard
+| Rank | Method | Test Accuracy | Contact | Date | References |
+| -- | -- | --: | -- | -- | --: | 
+|  -  |    `R-GAT`    |  OOM   |  [Arpandeep - IGB Team](mailto:[email protected])   |  21st June 2023  |   [Paper](https://arxiv.org/pdf/2302.13522.pdf)   |
+|  -  |    `R-GGN`    |  OOM   |  [Arpandeep - IGB Team](mailto:[email protected])   |  21st June 2023  |   [Paper](https://arxiv.org/pdf/2302.13522.pdf)   |
+|  -  |    `R-SAGE`    |  OOM   |  [Arpandeep - IGB Team](mailto:[email protected])   |  21st June 2023  |   [Paper](https://arxiv.org/pdf/2302.13522.pdf)   |
+
+### Illinois Graph Benchmark - Homogeneous (IGB-HOM) Leaderboard
+| Rank | Method | Test Accuracy | Contact | Date | References |
+| -- | -- | --: | -- | -- | --: | 
+|  1  |    `GAT`    |  55.51   |  [Arpandeep - IGB Team](mailto:[email protected])   |  21st June 2023  |   [Paper](https://arxiv.org/pdf/2302.13522.pdf)   |
+|  2  |    `SAGE`    |  54.95   |  [Arpandeep - IGB Team](mailto:[email protected])   |  21st June 2023  |   [Paper](https://arxiv.org/pdf/2302.13522.pdf)   |
+|  3  |    `GGN`    |  48.59   |  [Arpandeep - IGB Team](mailto:[email protected])   |  21st June 2023  |   [Paper](https://arxiv.org/pdf/2302.13522.pdf)   |