Atari Games On Atari 2600 Frostbite

Metrics

Score

Results

Performance results of various models on this benchmark

		Paper Title	Repository
MuZero	631378.53	Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model
Agent57	541280.88	Agent57: Outperforming the Atari Human Benchmark
MuZero (Res2 Adam)	374769.76	Online and Offline Reinforcement Learning by Planning with a Learned Model
R2D2	315456.4	Recurrent Experience Replay in Distributed Reinforcement Learning	-
Fearlessmrx	214060	Fully Parameterized Quantile Function for Distributional Reinforcement Learning
DreamerV2	11384	Mastering Atari with Discrete World Models
GDI-H3(200M frames)	11330	Generalized Data Distribution Iteration	-
GDI-H3	11330	Generalized Data Distribution Iteration	-
GDI-I3	10485	GDI: Rethinking What Makes Reinforcement Learning Different From Supervised Learning	-
GDI-I3	10485	Generalized Data Distribution Iteration	-
Ape-X	9328.6	Distributed Prioritized Experience Replay
ASL DDQN	8616.4	Train a Real-world Local Path Planner in One Hour via Partially Decoupled Reinforcement Learning and Vectorized Diversity
Prior+Duel noop	7413.0	Dueling Network Architectures for Deep Reinforcement Learning
A2C + SIL	6289.8	Self-Imitation Learning
TRPO-hash	5214.0	#Exploration: A Study of Count-Based Exploration for Deep Reinforcement Learning
Duel noop	4672.8	Dueling Network Architectures for Deep Reinforcement Learning
QR-DQN-1	4384	Distributional Reinforcement Learning with Quantile Regression
Prior noop	4380.1	Prioritized Experience Replay
IQN	4324	Implicit Quantile Networks for Distributional Reinforcement Learning
Prior+Duel hs	4038.4	Deep Reinforcement Learning with Double Q-learning

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Atari Games On Atari 2600 Frostbite

Metrics

Results