Reformatted readme and added quick examples, fixed topk bug for gated_grad=False#3

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AndReGeist wants to merge 3 commits into

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AndReGeist:quick-examples

Commits on Apr 7, 2026

Moved example files to docs/examples
AndReGeist
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Fixed topk bug computing wrong gradients for gated_grad=False
AndReGeist
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Added quick_example in readme, index, and as python file. Added arxiv link to readme, reformated readme
AndReGeist
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