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    <title>Mert Gürbüzbalaban — Research notes</title>
    <link>https://mert-g.org/blog/</link>
    <description>Monthly notes accompanying the manuscripts: optimization, machine learning, and applied probability.</description>
    <language>en</language>
    <item>
      <title>How fragile is acceleration?</title>
      <link>https://mert-g.org/blog/2026-07-fragile-acceleration/</link>
      <guid>https://mert-g.org/blog/2026-07-fragile-acceleration/</guid>
      <pubDate>Wed, 15 Jul 2026 12:00:00 GMT</pubDate>
      <description>Momentum buys a quadratic speedup — and pays for it in sensitivity to gradient errors. A guided tour of why that trade-off is a theorem, not an engineering accident, and how to design on the frontier instead of falling off it.</description>
    </item>
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