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    <title>Data-Heterogeneity on Tenu Tech Brief</title>
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      <title>Ringleader ASGD: The First Asynchronous SGD with Optimal Time Complexity under Data Heterogeneity</title>
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      <pubDate>Fri, 20 Feb 2026 05:00:00 +0000</pubDate>
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      <description>• Introduces Ringleader ASGD, the first asynchronous SGD achieving optimal time complexity under data heterogeneity. • Eliminates unrealistic similarity assumptions across workers&#39;</description>
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