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circles

Benchmarks

Task NameDataset NameSOTA ResultTrend
ClassificationCircles Manifold 3D (test)
Accuracy100
18
ClusteringCircles (n=300, m=2, k=2)
SSE119.7
12
Binary Classificationcircles
Accuracy94.7
10
Unconditional Density EstimationCircles (test)
Test LogLikelihood-1.92
8
Distribution FittingCircles 2D synthetic (toy)
JS Divergence0.032
7
Conditional Generative ModelingCircles
W24.46
6
Transport Planningcircles
Avg Trajectory Length1.1758
6
Samplingcircles
Transport Efficiency99.23
6
Generative Modelingcircles
MMD0
6
Sample Generationcircles (test)
Avg L1 Distance1.1588
6
Synthetic Data Generationcircles
CSD14.4807
6
ClusteringCircles
Running Time (ms)5.13
5
Discrete Density Estimationcircles Gray code (test)
MMD0.022
5
Discrete Density Estimationcircles
NLL20.546
5
ClusteringCircles
ARI98
4
Constrained ClusteringCircles Synthetic
SSE129.55
3
Two-dimensional generative modelingcircles
JS Divergence (1)0.161
2
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