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+# SHAQ: Incorporating Shapley Value Theory into Multi-Agent Q-Learning
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 | :exclamation:  News |
 |:-----------------------------------------|
 |The Jax version of SHAQ has been implemented and merged into the novel MARL framework for Jax called [JaxMARL](https://github.com/FLAIROx/JaxMARL) following CleanRL's philosophy of providing single file implementations.|
 
-# SHAQ: Incorporating Shapley Value Theory into Multi-Agent Q-Learning
-
 This is the implementation of the paper [SHAQ: Incorporating Shapley Value Theory into Multi-Agent Q-Learning](https://arxiv.org/abs/2105.15013), published on NeurIPS 2022.
 
 The implementation is based on [PyMARL](https://github.com/oxwhirl/pymarl/). Please refer to that repo for more documentation.