Interesting as I have not had much trouble reproducing the results from papers I use as baselines. I find that sometimes, weight initialisation can make a difference so read the paper carefully on how they initialised the convolutional layer weights and check that DGL is using the same method. If not, do a custom initialisation based on the paper.