Atari Games On Atari 2600 Zaxxon

Metrics

Score

Results

Performance results of various models on this benchmark

		Paper Title	Repository
MuZero	725853.90	Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model
Agent57	249808.9	Agent57: Outperforming the Atari Human Benchmark
R2D2	224910.7	Recurrent Experience Replay in Distributed Reinforcement Learning	-
GDI-H3	216020	Generalized Data Distribution Iteration	-
MuZero (Res2 Adam)	154131.86	Online and Offline Reinforcement Learning by Planning with a Learned Model
GDI-I3	109140	Generalized Data Distribution Iteration	-
DreamerV2	50699	Mastering Atari with Discrete World Models
Ape-X	42285.5	Distributed Prioritized Experience Replay
IMPALA (deep)	32935.50	IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures
A3C FF hs	24622.0	Asynchronous Methods for Deep Reinforcement Learning
A3C LSTM hs	23519.0	Asynchronous Methods for Deep Reinforcement Learning
UCT	22610	The Arcade Learning Environment: An Evaluation Platform for General Agents
DNA	22588	DNA: Proximal Policy Optimization with a Dual Network Architecture
IQN	21772	Implicit Quantile Networks for Distributional Reinforcement Learning
ASL DDQN	16420	Train a Real-world Local Path Planner in One Hour via Partially Decoupled Reinforcement Learning and Vectorized Diversity
RIMs-PPO	15000	Recurrent Independent Mechanisms
NoisyNet-Dueling	14874	Noisy Networks for Exploration
DDQN+Pop-Art noop	14402.0	Learning values across many orders of magnitude	-
Prior+Duel noop	13886.0	Dueling Network Architectures for Deep Reinforcement Learning
QR-DQN-1	13112	Distributional Reinforcement Learning with Quantile Regression

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Atari Games On Atari 2600 Zaxxon

Metrics

Results