hyper-parameters setting: seed=0,1,2 for all models
WN18RR dataset:
Causal-TransE-1: gamma1: 0.7, gamma2: 0.1, gamma3: 0.7, lambda1: 0.001, lr: 0.01, decay rate: 0.93
IPS-TransE: gamma1: 0.0, gamma2: 0.0, gamma3: 0.0, lambda1: 0.003, lr: 0.01, decay rate: 0.93
Causal-TransE-2: gamma1: 0.7, gamma2: 0.9, gamma3: 0.5, lambda1: 0, lr: 0.01, decay rate: 0.93
TransE: gamma1: 0.0, gamma2: 0.0, gamma3: 0.0, lambda1: 0.001, lr: 0.01, decay rate: 0.93
Causal-RotatE-1: gamma1: 0.7, gamma2: 0.5, gamma3: 0.3, lambda1: 0.001, lr: 0.01, decay rate: 0.93
IPS-RotatE: gamma1: 0.0, gamma2: 0.0, gamma3: 0.0, lambda1: 0.003, lr: 0.01, decay rate: 0.93
Causal-RotatE-2: gamma1: 0.1, gamma2: 0.9, gamma3: 0.1, lambda1: 0, lr: 0.01, decay rate: 0.93
RotatE: gamma1: 0.0, gamma2: 0.0, gamma3: 0.0, lambda1: 0, lr: 0.01, decay rate: 0.93
Causal-DistMult-1: gamma1: 0.7, gamma2: 0.3, gamma3: 0.5, lambda1: 0.01, lr: 0.01, decay rate: 0.93
IPS-DistMult: gamma1: 0.0, gamma2: 0.0, gamma3: 0.0, lambda1: 0.003, lr: 0.01, decay rate: 0.93
Causal-DistMult-2: gamma1: 0.5, gamma2: 0.5, gamma3: 0.1, lambda1: 0.01, lr: 0.01, decay rate: 0.93
DistMult: gamma1: 0.0, gamma2: 0.0, gamma3: 0.0, lambda1: 0.003, lr: 0.01, decay rate: 0.93
Causal-ComplEx-1: gamma1: 0.5, gamma2: 0.7, gamma3: 0.1, lambda1: 0.03, lr: 0.01, decay rate: 0.93
IPS-ComplEx: gamma1: 0.0, gamma2: 0.0, gamma3: 0.0, lambda1: 0.003, lr: 0.01, decay rate: 0.93
Causal-ComplEx-2: gamma1: 0.7, gamma2: 0.9, gamma3: 0.1, lambda1: 0.003, lr: 0.01, decay rate: 0.93
ComplEx: gamma1: 0.0, gamma2: 0.0, gamma3: 0.0, lambda1: 0.03, lr: 0.01, decay rate: 0.93
FB15k-237 dataset:
Causal-TransE-1: gamma1: 0.3, gamma2: 0.7, gamma3: 0.7, lambda1: 0.003, lr: 0.005, decay rate: 0.93
IPS-TransE: gamma1: 0.0, gamma2: 0.0, gamma3: 0.0, lambda1: 0.003, lr: 0.005, decay rate: 0.93
Causal-TransE-2: gamma1: 0.3, gamma2: 0.9, gamma3: 0.1, lambda1: 0.001, lr: 0.005, decay rate: 0.93
TransE: gamma1: 0.0, gamma2: 0.0, gamma3: 0.0, lambda1: 0.03, lr: 0.005, decay rate: 0.93
Causal-RotatE-1: gamma1: 0.1, gamma2: 0.3, gamma3: 0.9, lambda1: 0, lr: 0.005, decay rate: 0.93
IPS-RotatE: gamma1: 0.0, gamma2: 0.0, gamma3: 0.0, lambda1: 0, lr: 0.005, decay rate: 0.93
Causal-RotatE-2: gamma1: 0.5, gamma2: 0.5, gamma3: 0.1, lambda1: 0, lr: 0.005, decay rate: 0.93
RotatE: gamma1: 0.0, gamma2: 0.0, gamma3: 0.0, lambda1: 0, lr: 0.005, decay rate: 0.93
Causal-DistMult-1: gamma1: 0.5, gamma2: 0.3, gamma3: 0.5, lambda1: 0, lr: 0.005, decay rate: 0.93
IPS-DistMult: gamma1: 0.0, gamma2: 0.0, gamma3: 0.0, lambda1: 0.03, lr: 0.005, decay rate: 0.93
Causal-DistMult-2: gamma1: 0.3, gamma2: 0.3, gamma3: 0.5, lambda1: 0.03, lr: 0.005, decay rate: 0.93
DistMult: gamma1: 0.0, gamma2: 0.0, gamma3: 0.0, lambda1: 0.003, lr: 0.005, decay rate: 0.93
Causal-ComplEx-1: gamma1: 0.1, gamma2: 0.5, gamma3: 0.5, lambda1: 0.001, lr: 0.005, decay rate: 0.93
IPS-ComplEx: gamma1: 0.0, gamma2: 0.0, gamma3: 0.0, lambda1: 0.003, lr: 0.005, decay rate: 0.93
Causal-ComplEx-2: gamma1: 0.3, gamma2: 0.7, gamma3: 0.3, lambda1: 0, lr: 0.005, decay rate: 0.93
ComplEx: gamma1: 0.0, gamma2: 0.0, gamma3: 0.0, lambda1: 0.003, lr: 0.005, decay rate: 0.93
YAGO3-10 dataset:
Causal-TransE-1: gamma1: 0.7, gamma2: 0.7, gamma3: 0.7, lambda1: 0.001, decay rate: 0.9
IPS-TransE: gamma1: 0.0, gamma2: 0.0, gamma3: 0.0, lambda1: 0, lr: 0.003, decay rate: 0.9
Causal-TransE-2: gamma1: 0.1, gamma2: 0.9, gamma3: 0.1, lambda1: 0.001, decay rate: 0.9
TransE: gamma1: 0.0, gamma2: 0.0, gamma3: 0.0, lambda1: 0, lr: 0.003, decay rate: 0.9
Causal-RotatE-1: gamma1: 0.3, gamma2: 0.1, gamma3: 0.5, lambda1: 0.001, lr: 0.003, decay rate: 0.9
IPS-RotatE: gamma1: 0.0, gamma2: 0.0, gamma3: 0.0, lambda1: 0.003, lr: 0.003, decay rate: 0.9
Causal-RotatE-2: gamma1: 0.7, gamma2: 0.1, gamma3: 0.1, lambda1: 0.001, lr: 0.003, decay rate: 0.9
RotatE: gamma1: 0.0, gamma2: 0.0, gamma3: 0.0, lambda1: 0.001, lr: 0.003, decay rate: 0.9
Causal-DistMult-1: gamma1: 0.1, gamma2: 0.9, gamma3: 0.1, lambda1: 0.001, decay rate: 0.9
IPS-DistMult: gamma1: 0.0, gamma2: 0.0, gamma3: 0.0, lambda1: 0, lr: 0.003, decay rate: 0.9
Causal-DistMult-2: gamma1: 0.5, gamma2: 0.3, gamma3: 0.1, lambda1: 0.001, lr: 0.003, decay rate: 0.9
DistMult: gamma1: 0.0, gamma2: 0.0, gamma3: 0.0, lambda1: 0.003, lr: 0.003, decay rate: 0.9
Causal-ComplEx-1: gamma1: 0.9, gamma2: 0.3, gamma3: 0.3, lambda1: 0.001, lr: 0.003, decay rate: 0.9
IPS-ComplEx: gamma1: 0.0, gamma2: 0.0, gamma3: 0.0, lambda1: 0, lr: 0.003, decay rate: 0.9
Causal-ComplEx-2: gamma1: 0.5, gamma2: 0.5, gamma3: 0.1, lambda1: 0.001, lr: 0.003, decay rate: 0.9
ComplEx: gamma1: 0.0, gamma2: 0.0, gamma3: 0.0, lambda1: 0.003, lr: 0.003, decay rate: 0.9