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Papers Benchmarks Datasets Tasks

Grid-world Navigation research benchmarks · SOTA2 Research

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Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

FrozenLake reward reversal Hidden drift

Vanilla + GLOVE

100Score

45

Feb 26, 2026

FrozenLake (Source)

MemoryBank + GLOVE

67.5Score

36

Feb 26, 2026

FrozenLake Drift II

Generative Agent + GLOVE

8,500Success Rate

18

Feb 26, 2026

FrozenLake reward reversal Source

90Score

18

Feb 26, 2026

FrozenLake Implicit Hidden Drift

88.8Success Rate (Source)

14

Feb 26, 2026

FrozenLake Explicit Structural Drift II

83.7Success Rate (Source)

14

Feb 26, 2026

FrozenLake Drift I

Voyager + GLOVE

85Success Rate

9

Feb 26, 2026

FrozenLake Hidden drift

Generative Agent + GLOVE

100Score

9

Feb 26, 2026

FrozenLake reward reversal Implicit Drift Hidden drift

100Score

9

Feb 26, 2026

FrozenLake reward reversal Implicit Drift (Source)

Voyager + GLOVE

45Score

9

Feb 26, 2026

Key Minigrid 17x17 zero-shot 1.0

100Success Rate (SixteenRooms)

3

Feb 26, 2026

FrozenLake (final-step)

12.5Success Rate

2

May 15, 2026

Popular datasets

FrozenLake Key Minigrid

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