Counterfactual Generation on Pendulum (test) benchmark leaderboard · SOTA2 Research

Counterfactual Generation on Pendulum (test)

0.013MAE (Pendulum (p) | do(p))Causal-Adapter

Evaluation Results

Method	Links
Causal-Adapter2025.09		0.013	0.033	—	—	0.043	0.039	—	—	0.025	0.036	—	—	0.028	0.035	—	—
Causal-Adapter2025.09		0.014	0.035	0.043	0.259	0.045	0.041	0.058	0.12	0.028	0.051	0.489	0.11	0.03	0.033	0.041	0.336
Causal-Adapter2025.09		0.159	0.183	—	—	0.06	0.173	—	—	0.143	0.235	—	—	0.086	0.155	—	—
CausalDiffAE2025.09		0.297	0.132	0.031	0.034	0.045	0.434	0.035	0.064	0.136	0.322	0.492	0.082	0.146	0.303	0.064	0.471
DisDiffAE2025.09		0.668	0.648	0.647	0.647	0.656	0.654	0.63	0.651	0.55	0.527	0.56	0.516	0.474	0.475	0.479	0.534
CausalVAE2025.09		24.86	23.03	20.47	11.58	34.2	26.01	35.49	47.06	1.946	1.43	2.02	1.72	52.52	72.5	57.03	32.78