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Out-of-Distribution Generalization research benchmarks · SOTA2 Research

Out-of-Distribution Generalization

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

MedMNIST+ out-of-distribution

32.72PathMNIST Accuracy

9

Apr 21, 2026

OOD Generalization (Average of GPQA-Diamond, ARC-C, HumanEval)

55.35Pass@1

6

Jun 5, 2026

19.8Saving Score

6

Apr 2, 2026

26.5Saving Score

6

Apr 2, 2026

TTT QK (dh=128)

29.5Saving Score

6

Apr 2, 2026

GPQA Diamond OOD

71.5Sav.

6

Apr 2, 2026

MATH-500 OOD (test)

TTT QK (dh=128)

67Score (Sav.)

6

Apr 2, 2026

MMLU-Redux and GPQA-Diamond (out-of-distribution)

76.7Average Accuracy

4

May 19, 2026

Financial domain dataset (test)

47.6Minimum Accuracy

3

Feb 26, 2026

Real-world FC Property: MolWt (51to75)

3.27EGS

2

Feb 26, 2026

Real-world FC Property: MolWt (0to25)

49EGS

2

Feb 26, 2026

Synthetic TRIANGLE Property: NumSubgraph (26to50)

3.55EGS

2

Feb 26, 2026

Real-world MUTAG Property: NumRB (76to100)

0.01EGS

1

Feb 26, 2026

Real-world MUTAG Property NumRB (51to75)

3.72EGS

1

Feb 26, 2026

Real-world MUTAG Property: NumRB (26to50)

4.62EGS

1

Feb 26, 2026

Real-world MUTAG Property: NumRB (0to25)

3.97EGS Score

1

Feb 26, 2026

Real-world FC Property: NumRB (76to100)

2.4EGS

1

Feb 26, 2026

Real-world FC Property: NumRB (51to75)

1.72EGS

1

Feb 26, 2026

Real-world FC Property: NumRB (26to50)

100Estimated Generalization Score (EGS)

1

Feb 26, 2026

Real-world FC Property: NumRB (0to25)

0.33EGS

1

Feb 26, 2026

Real-world MUTAG Property: MolWt (76to100)

7.22EGS

1

Feb 26, 2026

Real-world MUTAG Property: MolWt (26to50)

5.95EGS

1

Feb 26, 2026

Real-world FC Property: MolWt (76to100)

5.04EGS

1

Feb 26, 2026

Real-world FC Property: MolWt (26to50)

70EGS

1

Feb 26, 2026

Synthetic PENTAGON Property: SubgraphSize (76to100)

1.16EGS

1

Feb 26, 2026

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