TASK	DATASET	MODEL	METRIC NAME	METRIC VALUE	GLOBAL RANK	REMOVE
Playing the Game of 2048	The Game of 2048	Beam Search	Average Score	1024	# 4
Playing the Game of 2048	The Game of 2048	DQN (1000 episodes)	Average Score	256	# 5

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	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/playing-2048-with-reinforcement-learning/2048-on-2048)](https://paperswithcode.com/sota/2048-on-2048?p=playing-2048-with-reinforcement-learning)`

Playing 2048 With Reinforcement Learning

20 Oct 2021 · Shilun Li, Veronica Peng ·

The game of 2048 is a highly addictive game. It is easy to learn the game, but hard to master as the created game revealed that only about 1% games out of hundreds million ever played have been won. In this paper, we would like to explore reinforcement learning techniques to win 2048. The approaches we have took include deep Q-learning and beam search, with beam search reaching 2048 28.5 of time.

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Task	Dataset	Model	Metric Name	Metric Value	Global Rank	Result	Benchmark
Playing the Game of 2048	The Game of 2048	Beam Search	Average Score	1024	# 4		Compare
Playing the Game of 2048	The Game of 2048	DQN (1000 episodes)	Average Score	256	# 5		Compare

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