Atari Games On Atari 2600 Name This Game

Score

評価結果

このベンチマークにおける各モデルのパフォーマンス結果

モデル名	Score	Paper Title	Repository
Duel hs	11185.1	Dueling Network Architectures for Deep Reinforcement Learning
ES FF (1 hour) noop	4503.0	Evolution Strategies as a Scalable Alternative to Reinforcement Learning
Bootstrapped DQN	11501.1	Deep Exploration via Bootstrapped DQN
Prior+Duel noop	15572.5	Dueling Network Architectures for Deep Reinforcement Learning
GDI-H3	36296	Generalized Data Distribution Iteration	-
A2C + SIL	14958.2	Self-Imitation Learning
DQN noop	8207.8	Deep Reinforcement Learning with Double Q-learning
IMPALA (deep)	21537.20	IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures
Nature DQN	7257.0	Human level control through deep reinforcement learning
QR-DQN-1	21890	Distributional Reinforcement Learning with Quantile Regression
SARSA	2247.0	-	-
Prior+Duel hs	13637.9	Deep Reinforcement Learning with Double Q-learning
GDI-I3	34434	Generalized Data Distribution Iteration	-
C51 noop	12542.0	A Distributional Perspective on Reinforcement Learning
ASL DDQN	16535.4	Train a Real-world Local Path Planner in One Hour via Partially Decoupled Reinforcement Learning and Vectorized Diversity	-
DDQN (tuned) hs	8960.3	Deep Reinforcement Learning with Double Q-learning
A3C LSTM hs	12093.7	Asynchronous Methods for Deep Reinforcement Learning
NoisyNet-Dueling	12211	Noisy Networks for Exploration
MuZero	157177.85	Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model
A3C FF hs	10476.1	Asynchronous Methods for Deep Reinforcement Learning

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