Atari Games On Atari 2600 Chopper Command

评估指标

Score

评测结果

各个模型在此基准测试上的表现结果

		Paper Title	Repository
GDI-H3	999999	GDI: Rethinking What Makes Reinforcement Learning Different From Supervised Learning	-
GDI-I3	999999	Generalized Data Distribution Iteration	-
GDI-H3	999999	Generalized Data Distribution Iteration	-
Agent57	999900	Agent57: Outperforming the Atari Human Benchmark
MuZero	991039.70	Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model
R2D2	986652.0	Recurrent Experience Replay in Distributed Reinforcement Learning	-
FQF	876460.0	Fully Parameterized Quantile Function for Distributional Reinforcement Learning
Ape-X	721851	Distributed Prioritized Experience Replay
Reactor 500M	107779.0	The Reactor: A fast and sample-efficient Actor-Critic agent for Reinforcement Learning	-
UCT	34018.8	The Arcade Learning Environment: An Evaluation Platform for General Agents
DNA	31181	DNA: Proximal Policy Optimization with a Dual Network Architecture
IMPALA (deep)	28255.00	IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures
IQN	16836	Implicit Quantile Networks for Distributional Reinforcement Learning
C51 noop	15600.0	A Distributional Perspective on Reinforcement Learning
ASL DDQN	15071	Train a Real-world Local Path Planner in One Hour via Partially Decoupled Reinforcement Learning and Vectorized Diversity
QR-DQN-1	14667	Distributional Reinforcement Learning with Quantile Regression
Prior+Duel noop	13185.0	Dueling Network Architectures for Deep Reinforcement Learning
NoisyNet-Dueling	11477	Noisy Networks for Exploration
Duel noop	11215.0	Dueling Network Architectures for Deep Reinforcement Learning
A3C LSTM hs	10150.0	Asynchronous Methods for Deep Reinforcement Learning

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