GCN used for regression(predicting the node score)

Hi,

I used this GCN for predicting the nodes score. The mse is loss not reducing much. It reduced from 0.2 to 0.1963. I think it is still possible to reduce, I tried adding another conv layer, but nothing improved. Could you please share your opinion on this.

Log: [https://app.wandb.ai/aniles-ec/Network1/runs/dakqkd92?workspace=user-aniles-ec]

Thanks Anil