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With your code I was able to obtain the validation loss graph which looks similar to yours (10^-4) for the Seattle Loop Detector dataset. But when I tried to do a comparison between actual vs predicted, it's not even close to what is shown in your paper. Can you tell me if you are doing something differently or you are using a different code altogether?
Below is the predicted vs actual speed graph for your reference.

Thanks,
Suhas
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