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@@ -303,7 +303,7 @@ transaction costs and slippage accounted for in every gradient update.
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  <p>
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  <strong>Research article (English · Medium):</strong><br>
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- <a href="article scheduled for release">DiffQuant: Closing the Proxy Gap — Direct Sharpe Optimisation for Algorithmic Trading</a>
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  </p>
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  <p>
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  <strong>Статья (Русский · Habr):</strong><br>
 
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  <p>
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  <strong>Research article (English · Medium):</strong><br>
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+ <a href="https://medium.com/@YuriKolesnikovAI/diffquant-end-to-end-sharpe-optimization-through-a-differentiable-trading-simulator-a64d428f0fd4">DiffQuant: End-to-End Sharpe Optimization Through a Differentiable Trading Simulator</a>
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  </p>
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  <p>
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  <strong>Статья (Русский · Habr):</strong><br>