ACIC
Benchmarks
TaskDatasetSOTA resultTrendResults
ACIC Datasets-50k 2018
0.002Epsilon ATE
24
ACIC Datasets-10k 2018
0.004Epsilon ATE
24
ACIC Datasets-1k 2018
0.006Epsilon ATE
24
ACIC 2016 (Out-sample)
0.82PEHE
22
ACIC semi-synthetic 2017
0Mean TEE Error
22
ACIC semi-synthetic 2016 (test)
0Mean Error
22
ACIC out-of-sample 2018
0.05RMSE
19
ACIC in-sample 2018
0.04RMSE
19
ACIC2016 Setting C m=0.9
10.05PEHE
16
ACIC Setting C, m=0.5 2016
6.44PEHE
16
ACIC Setting C, m=0.1 2016
4.6PEHE
16
ACIC Setting B, xi=2 2016
9.17PEHE
16
ACIC Setting B, xi=0 2016
1.99PEHE
16
ACIC Setting A, p=0.3 2016
5.28PEHE
16
ACIC Setting A, p=0.1 2016
3.55PEHE
16
ACIC Setting A, p=0 2016
2.68PEHE
16
ACIC Setting C (m=0.9) 2016
0.96Rank Correlation
16
ACIC Setting C (m=0.5) 2016
0.96Rank Correlation
16
ACIC Setting C (m=0.1) 2016
0.96Rank Correlation
16
ACIC Setting B (xi=2) 2016
0.95Rank Correlation
16
ACIC Setting B (xi=0) 2016
0.95Rank Correlation
16
ACIC Setting A (p=0.3) 2016
0.96Rank Correlation
16
ACIC Setting A (p=0.1) 2016
0.96Rank Correlation
16
ACIC Setting A (p=0) 2016
0.96Rank Correlation
16
ACIC (out-of-sample)
2.041PEHE
13