Hey Bhaskararedd - thanks for the comment. I think that's highly dependent upon your data. GNNs are best for data with network structure i.e. many interconnected relationships. In my experience, for most time series forecasting applications, such as inventory, demand, etc. the data aren't super connected.

That being said, I'm sure there are some readers with more experience than me and would love to hear their thoughts!