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dyrep_torch

Main structure and data processing refer to: https://github.com/uoguelph-mlrg/LDG

SocialEvolution Dataset:

Time Prediction MAE (5 epochs): 16.48 (hrs); Paper: 23.44 (hrs)

python train_eval_main.py --data_dir ./SocialEvolution --dataset social

Wikipedia Dataset:

Time Prediction MAE (4 epochs): 21.09 (hrs)

python train_eval_main.py --data_dir ./Jodie --dataset wikipedia --all_comms True

Reddit Dataset:

Time Prediction MAE (2 epochs): 28.22 (hrs)

python train_eval_main.py --data_dir ./Jodie --dataset reddit --all_comms True

Synthetic Dataset: Generate from Hawkes process (TPP) with 20 nodes and 10,000 events (all communication) accoding to the method from: [Omi, Takahiro, and Kazuyuki Aihara. "Fully neural network based model for general temporal point processes." Advances in Neural Information Processing Systems. 2019.]

Time Prediction MAE (n epochs): 292.19 (hrs)

python train_eval_main.py --data_dir ./Jodie --dataset reddit --all_comms True