Swiss roll
Benchmarks
TaskDatasetSOTA resultTrendResults
Swiss roll uniform sampling
99.3Spearman Corr (row)
24
Swiss roll Non-uniform sampling (Beta(1, 4)) analytic geodesic ground truth
1Spearman Correlation
21
Swiss roll Uniform sampling analytic geodesic ground truth
0.993Spearman Correlation
21
Swiss roll (non-uniform (Beta(1, 4)) sampling)
0.995Trustworthiness
12
Swiss Roll non-uniform sampling
1Spearman Correlation
12
Swiss Roll d = 1000 (cross-validation)
458.2Median SSE
9
Swiss Roll (test)
96.7Accuracy
9
Noisy Swiss Roll ρ = 0.3
0.502Mutual Information I(z; w)
7
Swiss roll (test)
0.991Spearman Correlation (row)
7
Swiss Roll 100 points (test)
97R2 Score
6
Swiss Roll 100 points (train)
0.99R2 Score
6
Swiss roll non-unif., analytic
98.1Trustworthiness
5
Swiss Roll 3 -> 2
96.35-Fold CV Accuracy
5
Swiss Roll (mean)
0.858Correlation
5
Swiss Roll (view 2)
0.929Correlation
5
Swiss Roll (view 1)
0.824Correlation
5
Swiss roll
82Homogeneity
5
Swiss Roll 2d
0.08Sinkhorn Distance (W2^2)
4
Swiss Roll 2d synthetic (test)
0.08W2 Distance
3
Swiss Roll
0.977Correlation (View 1)
3
Swiss roll
2.19Estimated Intrinsic Dimension
2