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Reinforcement Learning research benchmarks – Page 41 · SOTA2 Research

Reinforcement Learning

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

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—Primary metric

0

Feb 26, 2026

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—Primary metric

0

Feb 26, 2026

Atari 2600 pong ALE (test)

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—Primary metric

0

Feb 26, 2026

Atari 2600 kangaroo ALE (test)

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—Primary metric

0

Feb 26, 2026

Atari 2600 jamesbond ALE (test)

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—Primary metric

0

Feb 26, 2026

Atari 2600 demon attack ALE (test)

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—Primary metric

0

Feb 26, 2026

Atari 2600 battle_zone ALE (test)

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—Primary metric

0

Feb 26, 2026

MinAtar SpaceInvaders

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—Primary metric

0

Feb 26, 2026

MinAtar Seaquest

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—Primary metric

0

Feb 26, 2026

MinAtar Freeway

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—Primary metric

0

Feb 26, 2026

MinAtar Breakout

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—Primary metric

0

Feb 26, 2026

MinAtar Asterix

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—Primary metric

0

Feb 26, 2026

Ant-craft (test)

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—Primary metric

0

Feb 26, 2026

Box-world (test)

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—Primary metric

0

Feb 26, 2026

2D-craft (test)

—

—Primary metric

0

Feb 26, 2026

Page 41 of 41

Popular datasets

Atari Atari 2600 halfcheetah DMControl hopper

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