I think our T-GCN implementation is not correct, since we have only a single graphconv inside instead of two. A reference pytorch implementation is here https://github.com/martinwhl/T-GCN-PyTorch/blob/main/models/tgcn.py or here https://pytorch-geometric-temporal.readthedocs.io/en/latest/_modules/torch_geometric_temporal/nn/recurrent/temporalgcn.html#TGCN