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      <title>Merge, Bound, and Determined: Why Weight-Space Surgery May Be CIL’s Most Underrated Trick</title>
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      <description>A mechanism-first reading of Merge-and-Bound, a class-incremental learning method that stabilizes model updates by averaging and constraining weights rather than expanding architectures.</description>
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