Please run the following command.
Example of training PANet on Wikipedia dataset:

python train_link_prediction.py --dataset_name wikipedia --model_name PANet --num_runs 5 --gpu 0 --window_size 100000 --order1_neighbor_nums 50 --order2_neighbor_nums 50 --matrix_on_gpu --dropout 0.1 --patience 20

Most of the used original dynamic graph datasets come from Towards Better Dynamic Graph Learning: New Architecture and Unified Library, which can be downloaded here.