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Gridworld Navigation research benchmarks · SOTA2 Research

Gridworld Navigation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

FrozenLake Source

9,000Success Rate

27

Feb 26, 2026

FrozenLake Drift II - Topology Shift

Vanilla + GLOVE

7,500Success Rate

18

Feb 26, 2026

FrozenLake Drift I - Topology Shift

8,500Success Rate

18

Feb 26, 2026

MiniGrid-LockedRoom v0 (unseen)

100Mean Return

3

Mar 31, 2026

MiniGrid DoorKey-16x16 v0 (unseen)

1Mean Return

3

Mar 31, 2026

MiniGrid-MultiRoom-N6 v0 (unseen)

1Mean Return

3

Mar 31, 2026

Popular datasets

FrozenLake MiniGrid MiniGrid-LockedRoom

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