Codesota · Models · Agent57DeepMind1 results · 1 benchmarks
Model card

Agent57.

DeepMindopen-sourceDistributed RL (Recurrent + Episodic Memory)

First agent to surpass human performance on all 57 Atari games. Uses a meta-controller to adapt exploration.

§ 01 · Benchmarks

Every benchmark Agent57 has a recorded score for.

#BenchmarkArea · TaskMetricValueRankDateSource
01Atari 2600Reinforcement Learning · Atari Gameshuman-normalized-score4731.30#3/12source ↗
Rank column shows this model’s position vs all other models scored on the same benchmark + metric (competitors after the slash). #1 in red means current SOTA. Sorted by rank, then newest result.
§ 02 · Strengths by area

Where Agent57 actually performs.

Reinforcement Learning
1
benchmark
avg rank #3.0
§ 04 · Related models

Other DeepMind models scored on Codesota.

DQN (Human-level)
1 result
MuZero
1 result
Rainbow DQN
1 result
§ 05 · Sources & freshness

Where these numbers come from.

deepmind-research
1
result
0 of 1 rows marked verified.