Rainbow: Combining Improvements in Deep Reinforcement Learning

6 Oct 2017Matteo HesselJoseph ModayilHado van HasseltTom SchaulGeorg OstrovskiWill DabneyDan HorganBilal PiotMohammad AzarDavid Silver

The deep reinforcement learning community has made several independent improvements to the DQN algorithm. However, it is unclear which of these extensions are complementary and can be fruitfully combined... (read more)

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Results from the Paper


TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK RESULT BENCHMARK
Atari Games Atari 2600 Ms. Pacman Rainbow Score 2,570.2 # 39
Atari Games Atari 2600 Space Invaders Rainbow Score 12,629.0 # 42
Atari Games Atari-57 Rainbow DQN Medium Human-Normalized Score 223% # 6

Methods used in the Paper