diff --git a/README.md b/README.md
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+++ b/README.md
@@ -57,6 +57,7 @@ In your pull request description, you should include:
 | Jack Hsieh |            3.7464 | [Wandb](https://wandb.ai/jackellishsieh-stanford-university/cs336-assignment4/runs/zemxn08s?nw=nwuserjackellishsieh)     |                           |
 | Arya Bakhtiar |            3.7494 | [Wandb](https://drive.google.com/file/d/1AK2mqNKR_x0DeyoJyqZjI9kVYaUKecTe/view?usp=drive_link)     |       
 | Angela Liu | 3.768 | [Wandb](https://api.wandb.ai/links/aliu917/1oisofti) | |
+| Virat Garg | 3.805 | [Wandb](https://github.com/stanford-cs336/assignment4-data-leaderboard/blob/main/images/wandb_virat.png) | |
 | Joe Li | 3.88 | [Wandb](https://api.wandb.ai/links/jli505/iribws78) | |
 | Shiny Weng | 3.90 | [Wandb](https://api.wandb.ai/links/shinyweng-stanford-university/2mr0dpiv) | |
 | Theodora Worledge | 3.91 | [Wandb](https://wandb.ai/teddiw/cs336-data?nw=nwuserteddiw) | |
diff --git a/images/wandb_virat.png b/images/wandb_virat.png
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