Atari Games on Atari 2600 Space Invaders

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Score

Rank	Model	Score	Best Score	Return	Paper	Code	Year
1	GDI-H3(200M frames)	154380	–	–	Generalized Data Distribution Iteration		2022
1	GDI-H3	154380	–	–	Generalized Data Distribution Iteration		2022
3	GDI-I3	140460	–	–	Generalized Data Distribution Iteration		2022
3	GDI-I3	140460	–	–	GDI: Rethinking What Makes Reinforcement Learning Different From Supervised Learning		2021
5	MuZero	74335.30	–	–	Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model	werner-duvaud/muzero-general · opendilab/LightZero · koulanurag/muzero-pytorch · +15	2019
6	Ape-X	54681	–	–	Distributed Prioritized Experience Replay	ray-project/ray · vwxyzjn/cleanrl · opendilab/DI-engine · +12	2018
7	Agent57	48680.86	–	–	Agent57: Outperforming the Atari Human Benchmark	michaelnny/deep_rl_zoo · pocokhc/agent57 · yuta0821/agent57_pytorch · +2	2020
8	FQF	46498.3	–	–	Fully Parameterized Quantile Function for Distributional Reinforcement Learning	opendilab/DI-engine · ku2482/fqf-iqn-qrdqn.pytorch · ku2482/rljax · +3	2019
9	IMPALA (deep)	43595.78	–	–	IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures	ray-project/ray · opendilab/DI-engine · deepmind/haiku · +21	2018
10	R2D2	43223.4	–	–	Recurrent Experience Replay in Distributed Reinforcement Learning	opendilab/DI-engine · michaelnny/deep_rl_zoo · garymm/earl	2019
11	IQN	28888	–	–	Implicit Quantile Networks for Distributional Reinforcement Learning	opendilab/DI-engine · chainer/chainerrl · Kchu/DeepRL_CK · +16	2018
12	A3C LSTM hs	23846.0	–	–	Asynchronous Methods for Deep Reinforcement Learning	ray-project/ray · DLR-RM/stable-baselines3 · tensorpack/tensorpack · +67	2016
13	ASL DDQN	21602	–	–	Train a Real-world Local Path Planner in One Hour via Partially Decoupled Reinforcement Learning and Vectorized Diversity	xinjinghao/color	2023
14	QR-DQN-1	20972	–	–	Distributional Reinforcement Learning with Quantile Regression	DLR-RM/stable-baselines3 · facebookresearch/Horizon · facebookresearch/ReAgent · +14	2017
15	A3C FF hs	15730.5	–	–	Asynchronous Methods for Deep Reinforcement Learning	ray-project/ray · DLR-RM/stable-baselines3 · tensorpack/tensorpack · +67	2016
16	Prior+Duel noop	15311.5	–	–	Dueling Network Architectures for Deep Reinforcement Learning	labmlai/annotated_deep_learning_paper_implementations · tensorpack/tensorpack · facebookresearch/Horizon · +70	2015
17	Rainbow	12629.0	–	–	Rainbow: Combining Improvements in Deep Reinforcement Learning	thu-ml/tianshou · facebookresearch/ReAgent · facebookresearch/Horizon · +31	2017
18	Prior+Duel hs	8978.0	–	–	Deep Reinforcement Learning with Double Q-learning	labmlai/annotated_deep_learning_paper_implementations · tensorpack/tensorpack · hill-a/stable-baselines · +94	2015
19	Duel noop	6427.3	–	–	Dueling Network Architectures for Deep Reinforcement Learning	labmlai/annotated_deep_learning_paper_implementations · tensorpack/tensorpack · facebookresearch/Horizon · +70	2015
20	Duel hs	5993.1	–	–	Dueling Network Architectures for Deep Reinforcement Learning	labmlai/annotated_deep_learning_paper_implementations · tensorpack/tensorpack · facebookresearch/Horizon · +70	2015