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H1

Benchmarks

Task NameDataset NameSOTA ResultTrend
Lymph Node Metastasis PredictionH1 cohort 1 (internal)
AUC0.7845
23
Full PipelineH1 19
Speedup9.3
8
Articulated-Body Algorithm (ABA)H1 19
Speedup10
8
Recursive Newton-Euler Algorithm (RNEA)H1 19
Speedup8.3
8
Jacobian Computation (Jac.)H1
Speedup65
8
Forward Kinematics (FK)H1
Speedup59
8
Medical ClassificationH1 Source Hospital
Acc (Per-Patient)94.24
8
Unconditional generation of event sequencesH1 synthetic (test)
MMD (1e-2)1.5
5
Rigid Body DynamicsH1
FK Speedup44
4
Composite Rigid Body Algorithm (CRBA)H1 19
Speedup5.1
4
Composite Rigid Body Algorithm (CRBA)H1
Speedup6.8
4
Rigid Body DynamicsH1 19 DOF
FK Score33
4
Embodied NavigationH1 (unseen scenes)
Success Rate (SR)56.93
2
Embodied NavigationH1 (seen scenes)
Success Rate (SR)60.04
2
Goal ReachingH1
Distance to Goal (cm)0.44
1
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