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ResearchFormerly WizWand

Marginal Inference

Benchmarks

DatasetSOTA methodMetricTrendResultsLast updated

0HD Avg

16

Feb 26, 2026

0HD_avg

10

Feb 26, 2026

0HD_avg

10

Feb 26, 2026

0HD Avg

10

Feb 26, 2026

0.01HD Avg

10

Feb 26, 2026

0.008HD avg

10

Feb 26, 2026

0HD Avg

10

Feb 26, 2026

0HD Avg

9

Feb 26, 2026

0.002HD Average

9

Feb 26, 2026

UAI MAR-task All Families 2022

0.02MAE

8

Jun 4, 2026

UAI MAR-task (Random FGs) 2022

0.033MAE

8

Jun 4, 2026

UAI MAR-task (Promedas) 2022

0.013MAE

8

Jun 4, 2026

UAI MAR-task (Bayes Nets) 2022

0.015MAE

8

Jun 4, 2026

UAI MAR-task (Grid MRFs) 2022

0.019MAE

8

Jun 4, 2026

0HD Avg

8

Feb 26, 2026

Protein OpenGM Avg

0.021MAE

6

Jun 4, 2026

EA (Edwards-Anderson) 2D L=50, β=1.0 (test)

0.009MAE

6

Jun 4, 2026

SK (Sherrington-Kirkpatrick) N=100, β=1.0 (train)

0.011MAE

6

Jun 4, 2026

EA (Edwards-Anderson) 3D L=12, β=3.0 (OOD)

0.062MAE

5

Jun 4, 2026

SK (Sherrington-Kirkpatrick) N=1000, β=3.0 (OOD)

0.08MAE

5

Jun 4, 2026

SK (Sherrington-Kirkpatrick) N=500, β=2.0 (OOD)

0.048MAE

5

Jun 4, 2026

SK (Sherrington-Kirkpatrick) N=200, β=1.5 (train)

0.015MAE

5

Jun 4, 2026