Christian Risi 26e0f11b42 Added Lion

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ADADELTA.md

Added ADADELTA

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ADAGRAD.md

Added ADAGRAD

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ADAM-W.md

Added AdamW

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ADAM.md

Added new footnote

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LION.md

Added Lion

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