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

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AndReGeist wants to merge 3 commits intoa-paulus:mainfrom
AndReGeist:quick-examples
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Reformatted readme and added quick examples, fixed topk bug for gated_grad=False#3
AndReGeist wants to merge 3 commits intoa-paulus:mainfrom
AndReGeist:quick-examples

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Changes:

  • Fixed bug in topk that computed zero gradients for gated_grad=False
  • New quick examples in readme, index, and as standalone python file
  • Added arxiv paper link to readme
  • Moved example python scripts to docs/examples

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