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@@ -30,6 +30,8 @@ sample construction, normalisation, and temporal splitting belong to the downstr
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  [DiffQuant](https://github.com/YuriyKolesnikov/diffquant) pipeline, described below
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  for reproducibility.
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  ---
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  ## What this dataset is — and is not
@@ -308,7 +310,7 @@ transaction costs and slippage accounted for in every gradient update.
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  <a href="статья готовится к публикации">DiffQuant: прямая оптимизация коэффициента Шарпа вместо предсказания цен</a>
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  </p>
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  <p>
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- 🔗 <strong>DiffQuant pipeline:</strong>
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  <a href="https://github.com/YuriyKolesnikov/diffquant">github.com/YuriyKolesnikov/diffquant</a>
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  </p>
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  [DiffQuant](https://github.com/YuriyKolesnikov/diffquant) pipeline, described below
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  for reproducibility.
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+ Full codebase: [GitHub Repository](https://github.com/YuriyKolesnikov/diffquant)
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+
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  ---
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  ## What this dataset is — and is not
 
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  <a href="статья готовится к публикации">DiffQuant: прямая оптимизация коэффициента Шарпа вместо предсказания цен</a>
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  </p>
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  <p>
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+ <strong>DiffQuant pipeline:</strong>
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  <a href="https://github.com/YuriyKolesnikov/diffquant">github.com/YuriyKolesnikov/diffquant</a>
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  </p>
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