GAS
Benchmarks
TaskDatasetSOTA resultTrendResults
Gas 40% MNAR
0.274Time (s)
32
GAS d=8; N=1,052,065 (test)
12.06Avg Test Log-Likelihood
25
Gas d=8 (test)
-12.445NLL
16
GAS
1.15NLL
16
Gas 60
0.372Time (s)
16
Gas 20
0.273Time (s)
16
Gas (60% MNAR)
0.171Time (s)
16
Gas 20% MNAR
0.259Time (s)
16
Gas
0.01MSE
16
gas
21.71RRMSE
10
GAS (test)
12.06Average Log-Likelihood
10
Gas
0.264Predictive Score
7
Gas MCAR 20 injected (test)
0.065Time (s)
5
gas
99.8Test Accuracy
5
gas
2.331Avg Runtime (s)
5
Gas 60 MCAR injected (test)
0.045Time (s)
4
Gas 40 MCAR injected (test)
0.082Time (s)
4
gas
172.2Rules
4
GAS
0.11FID
4
Gas CO
178,000,000,000,000SSE
3
Gas methane
267,000,000,000,000SSE
3
GAS UCI (test)
0.89Average CD
3
GAS UCI (test)
13.02Test Log Likelihood (nats)
3
gas
0.117AUC of Clustering Loss
2
Gas
0.53RMSE
2