GMM
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
GMM (d=40)
0.1MaxSWD
18
GMM40 d = 50
27.01W2 (Entropy Regulated, eps=0.05)
18
25GMM (D=2)
0.003Delta Log Partition Function Error (Zr)
13
GMM9 d = 40
152.347SD
10
GMM-10 N=30 chains
6,231R Value
9
GMM-10 (N=10 chains)
681R
9
GMM-10 N=6 chains
1,743R
9
GMM d=100
0.15MaxSWD
9
10D GMM
0.019Mean Error
9
GMM40 d=5
83.3Sinkhorn Distance
7
GMM40 d=2
6.46Sinkhorn Distance
7
GMM20
3.012KSD
7
GMM10
1.97KSD
7
GMM5
1.375KSD
7
GMM2
0.93KSD
7
GMM 30-D
1.05FD
7
GMM 10-D
0.39Fréchet Distance
7
GMM40 d = 2
1.24Entropy-Regularised W2 (ϵ=0.05)
7
GMM9 d=2
0.221SD
5
GMM-40 d = 2
6.96NLL
5
GMM 3 2
1.8RKL
4
GMM-100
0.028MMDw
4
GMM K=7 (Mode B)
0.86F1 Score
4
GMM K=5 (Mode B)
0.93F1 Score
4
GMM (K=2) (Mode B)
99F1 Score
4