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Sample Efficiency research benchmarks · SOTA2 Research

Sample Efficiency

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

DeepMind Control Suite (DMC)

379,400Cartpole Swingup Steps

6

May 18, 2026

Arm-binpick hard

35,000States Explored

2

Mar 4, 2026

Humanoid-u-maze

230States Explored

2

Mar 4, 2026

Ant hardest-maze

2,500States Explored

2

Mar 4, 2026

Popular datasets

Ant Humanoid DeepMind Control Suite (DMC)Arm-binpick

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