ANNs based models doesn't work no matter how advance those are, or if it is just a simple FFNN, these models can't predict or even indicate the future movements.
Note: The input data matters more than the model itself.
I'm not dropping your motivation, but in reality no matter from which angle you try to penetrate the wall, it would be impossible to see the other side because the data is 50% random and the rest of the data is behavior data. Not real world data.