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# Symbolic Discovery of Optimization Algorithms
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This repository contains JAX, TensorFlow and PyTorch implementations of the Lion optimizer discovered by symbolic program search in the [Symbolic Discovery of Optimization Algorithms](https://arxiv.org/abs/2302.06675) paper.
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This repository contains JAX, TensorFlow and PyTorch implementations of the Lion optimizer discovered by symbolic program search in the [Symbolic Discovery of Optimization Algorithms](https://arxiv.org/abs/2302.06675) paper. The symbolic program search space (codenamed "Hero") is open sourced at [here](https://github.com/google/automl/tree/master/hero).
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<!-- Lion is also successfully deployed in production systems such as Google’s search ads CTR model. -->
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