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Torus

Benchmarks

Task NameDataset NameSOTA ResultTrend
GenerationTorus RNA (test)
MMD0.07
7
GenerationTorus Protein PrePro (test)
MMD0.05
7
GenerationTorus Protein Proline (test)
MMD0.04
7
GenerationTorus Protein Glycine (test)
MMD0.03
7
GenerationTorus Protein General (test)
MMD0.01
7
Generative ModelingTorus RNA 9,478 (test)
NLL3.7
7
Generative ModelingTorus PrePro 6,910 (test)
NLL1.02
7
Generative ModelingTorus Proline 7,634 (test)
NLL0.08
7
Generative ModelingTorus Glycine 13,283 (test)
NLL1.9
7
Generative ModelingTorus General 138,208 (test)
NLL0.95
7
Ergodic trajectory optimizationTorus
Vs0.0587
6
Long-horizon predictionTorus (test)
MSE0.0164
6
Pose graph optimizationTorus n=5000, m=9048
Error1.21
6
Manifold embeddingTorus (mean)
Correlation0.8127
5
Manifold embeddingTorus (view 2)
Correlation0.9431
5
Manifold embeddingTorus (view 1)
Correlation0.8304
5
Manifold LearningTorus
Correlation (View 1)0.7546
3
Pose Graph OptimizationTorus
Objective Value2.423
2
Multi-view 3D ReconstructionTorus (test)
Symmetric Hausdorff Distance0.0156
2
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