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Papers Benchmarks Datasets Tasks

Reinforcement Learning research benchmarks – Page 39 · SOTA2 Research

Reinforcement Learning

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Mountain Car standard (test)

4Episode Length

2

Feb 26, 2026

CartPole standard (test)

3Length

2

Feb 26, 2026

OCAtari Freeway

25.8Score

2

Feb 26, 2026

5,386Ant Score

2

Feb 26, 2026

HWRB Atari Games 57 (test)

279,703.5Alien Score

2

Feb 26, 2026

Grid World Npick=5, Sparse (test)

0.7Maximum Average Return

2

Feb 26, 2026

Grid World Npick=3 Dense (test)

3Max Average Return

2

Feb 26, 2026

Atari-57 hard settings

207Median Human-Normalized Score

2

Feb 26, 2026

378.6Initial Score (Offline RL)

2

Feb 26, 2026

ViZDoom Take Cover

634,972,384Score

2

Feb 26, 2026

ViZDoom Defend the Line

51,022Score

2

Feb 26, 2026

Atari 2600 (10M frames)

2,950.1Alien Score

2

Feb 26, 2026

15,229Assault Score

2

Feb 26, 2026

2,152Alien Score

2

Feb 26, 2026

78.9P(Goal)

2

Feb 26, 2026

98.7Return

2

Feb 26, 2026

5Score 100

2

Feb 26, 2026

Atari 2600 Boxing

98Best Stable Score

2

Feb 26, 2026

Atari 2600 Venture

1,350Average Score

2

Feb 26, 2026

Atari 2600 Bowling

192Average Score

2

Feb 26, 2026

6.08Time

1

Mar 23, 2026

16.43Time

1

Mar 23, 2026

0.03Time

1

Mar 23, 2026

0.62Time

1

Mar 23, 2026

2.97Time

1

Mar 23, 2026

Page 39 of 41

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