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ResearchFormerly WizWand

Graph Reconstruction

Benchmarks

DatasetSOTA methodMetricTrendResultsLast updated

58.5Edge F1 Score

6

Apr 24, 2026

51.2Edge F1 Score

6

Apr 24, 2026

55Edge F1 Score

6

Apr 24, 2026

62.1Edge F1

6

Apr 24, 2026

66.4Edge F1

6

Apr 24, 2026

Small-world (WS) (test)

0.051GMSE

6

Feb 26, 2026

Community SBM (test)

0.074GMSE

6

Feb 26, 2026

Random sparse (ER) (test)

0.075GMSE

6

Feb 26, 2026

Scale-free BA (test)

0.059GMSE

6

Feb 26, 2026

Synthetic (balanced case, n=(80,80,80), N=20, K=3) - Mode C (test)

0.622RMSE

5

Mar 19, 2026

Synthetic balanced case n=(80,80,80) N=20 K=3 Mode B (test)

0.63RMSE

5

Mar 19, 2026

Synthetic (balanced case, n=(80,80,80), N=20, K=3) - Mode A (test)

0.612RMSE

5

Mar 19, 2026

Synthetic balanced case, n=(80,80,80), N=20, K=3 (Mode C)

0.622RMSE

5

Mar 19, 2026

Synthetic balanced case, n=(80,80,80), N=20, K=3 (Mode B)

0.63RMSE

5

Mar 19, 2026

Synthetic balanced case, n=(80,80,80), N=20, K=3 (Mode A)

0.612RMSE

5

Mar 19, 2026

Root Out-of-domain

2.7SMD

4

May 19, 2026

Tree synthetic Out-of-domain

1.16SMD

4

May 19, 2026

LVD w/ background (Out-of-domain)

2.22SMD

4

May 19, 2026

Thickened L-system Out-of-domain

2.02SMD

4

May 19, 2026

Web-sourced Inner-domain

3.36SMD

4

May 19, 2026

Self-captured Inner-domain

Test-time constraint

1.68SMD

4

May 19, 2026

MIPDB Inner-domain

Test-time constraint

1.55SMD

4

May 19, 2026

LVD vein mask Inner-domain 2021

1.81SMD

4

May 19, 2026

LVD leaf image Inner-domain 2021

5.41SMD

4

May 19, 2026

Grapevine Inner-domain

Test-time constraint

1.29SMD

4

May 19, 2026