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Flow Matching research benchmarks · SOTA2 Research

Flow Matching

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Gumbel + Gaussian (alpha=2.0)

0Catastrophic Failure Rate

20

May 20, 2026

Gumbel + Gaussian alpha=1.5

2Catastrophic Failure Fraction (WP1 > 1)

20

May 20, 2026

1.03NLL

9

Mar 18, 2026

1.22NLL

9

Mar 18, 2026

GridWorld (test)

1.33Flow Matching Loss

5

May 13, 2026

GridWorld (val)

1.25Flow Matching Loss

5

May 13, 2026

Popular datasets

GridWorld Gumbel + Gaussian Stanford Bunny Spot the Cow

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