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Papers Benchmarks Datasets Tasks

Continuous-Time Dynamics Estimation research benchmarks · SOTA2 Research

Continuous-Time Dynamics Estimation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Synthetic Arch first snapshot as initial state

4.41L_DTW

20

May 21, 2026

Synthetic Y-shaped first snapshot as initial state

9.48L_DTW

20

May 21, 2026

Spiral inferred initial state

8.24LDTW

10

May 21, 2026

Synthetic Spiral first snapshot as initial state

20.75L_DTW

10

May 21, 2026

0.92LWass

10

May 21, 2026

Bifurcation scRNA-seq

77LWass

10

May 21, 2026

3.85LDTW

10

May 21, 2026

Y-shaped synthetic

10.8LDTW

10

May 21, 2026

Spiral synthetic

9.63LDTW

10

May 21, 2026

Spiral 16 snapshots

10.36LDTW

6

May 21, 2026

Spiral 8 snapshots

12LDTW

6

May 21, 2026

Spiral 4 snapshots

9.79LDTW

6

May 21, 2026

Spiral even odd seven snapshots (train test)

0.38LWass

6

May 21, 2026

Popular datasets

Spiral ARCH Y-shaped Bifurcation scRNA-seq EB scRNA-seq

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