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ResearchFormerly WizWand

Grid Navigation

Benchmarks

DatasetSOTA methodMetricTrendResultsLast updated

FrozenLake v1.0 (Drift I)

Vanilla + GLOVE

7,500Success Rate

18

Feb 26, 2026

2D Grid Navigation S 256/128/0.8 (OOD-sparse)

100Accuracy

12

May 12, 2026

2D Grid Navigation D 64/32/0.2 (OOD-dense)

100Accuracy

12

May 12, 2026

2D Grid Navigation Sequence length 128, grid width 64 (IID)

100Accuracy

12

May 12, 2026

1D Grid Navigation OOD-sparse S 256/128/0.8

100Accuracy

12

May 12, 2026

1D Grid Navigation 64/32/0.2 (OOD-dense D)

100Accuracy

12

May 12, 2026

1D Grid Navigation Sequence length 128, grid width 64 (IID)

100Accuracy

12

May 12, 2026

FrozenLake Drift II v1.0

Vanilla + GLOVE

75Success Rate

9

Feb 26, 2026

FrozenLake Source v1.0

Generative Agent + GLOVE

100Success Rate

9

Feb 26, 2026

5D Navigation (OOD-s)

87Accuracy

5

May 12, 2026

5D Navigation (OOD-d)

100Accuracy

5

May 12, 2026

5D Navigation (IID)

100Accuracy

5

May 12, 2026

3D Navigation (OOD-s)

99Accuracy

5

May 12, 2026

3D Navigation (OOD-d)

100Accuracy

5

May 12, 2026

3D Navigation (IID)

100Accuracy

5

May 12, 2026