الرئيسية الأخبار أحدث الأوراق البحثية الدروس مجموعات البيانات الموسوعة SOTA نماذج LLM لوحة الأداء GPU الفعاليات

العربية

Atari Games On Atari 2600 Yars Revenge

المقاييس

Score

النتائج

نتائج أداء النماذج المختلفة على هذا المعيار القياسي

اسم النموذج	Score	Paper Title	Repository
QR-DQN-1	26447	Distributional Reinforcement Learning with Quantile Regression
ASL DDQN	29231.9	Train a Real-world Local Path Planner in One Hour via Partially Decoupled Reinforcement Learning and Vectorized Diversity	-
R2D2	995048.4	Recurrent Experience Replay in Distributed Reinforcement Learning	-
MuZero	553311.46	Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model
Advantage Learning	24240.03	Increasing the Action Gap: New Operators for Reinforcement Learning
CGP	28838.2	Evolving simple programs for playing Atari games
Ape-X	148594.8	Distributed Prioritized Experience Replay
DNA	564513	DNA: Proximal Policy Optimization with a Dual Network Architecture
DreamerV2	156748	Mastering Atari with Discrete World Models
IMPALA (deep)	84231.14	IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures
RUDDER	60577	RUDDER: Return Decomposition for Delayed Rewards
NoisyNet-Dueling	86101	Noisy Networks for Exploration
GDI-H3	968090	Generalized Data Distribution Iteration	-
GDI-I3	972000	Generalized Data Distribution Iteration	-
MuZero (Res2 Adam)	219838.09	Online and Offline Reinforcement Learning by Planning with a Learned Model
IQN	28379	Implicit Quantile Networks for Distributional Reinforcement Learning
Agent57	998532.37	Agent57: Outperforming the Atari Human Benchmark

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