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Atari Game Playing research benchmarks · SOTA2 Research

Atari Game Playing

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Human World Record

114,000Score

25

Feb 26, 2026

Atari 2600 57 games human starts evaluation metric

162Median Human-Normalized Score

14

Feb 26, 2026

Atari Skiing ALE (online)

1Score

11

Jun 16, 2026

441,763Game Score

11

May 11, 2026

Atari 57 games 200M environment frames

MuZero Reanalyse

1,047Median Human-Normalized Score

11

Feb 26, 2026

Atari Assault ALE (online)

84Task Outcome Score

8

Jun 16, 2026

Atari-57 (test)

48,076Alien Score

8

Feb 26, 2026

Atari 2600 ALE (test)

34Freeway Score

8

Feb 26, 2026

Atari Montezuma ALE (online)

8Task Outcome Score

6

Jun 16, 2026

77,185Game Score

6

Mar 30, 2026

356,584Game Score

6

Mar 30, 2026

Atari 2600 Games 100k

100Mean Human-Normalized Score

6

Feb 26, 2026

Atari 55 games 200M environment steps (test)

DreamerV2 (schedules)

2.64Gamer Median Score

6

Feb 26, 2026

241Breakout Score

4

Feb 26, 2026

128Median Normalized Score

3

Feb 26, 2026

106Median Normalized Score

2

Feb 26, 2026

Atari 2600 (test)

3,811Frostbite

2

Feb 26, 2026

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Atari Atari 2600 Seaquest Pitfall Atari 2600 Games

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