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Grokking isn't just a quirk鈥攊t's a structured phenomenon rooted in the topological properties of solution spaces shaped by optimization dynamics.
Multi-modal alignment in symbolic regression models like SNIP doesn't actually improve during optimization, suggesting current approaches are too coarse to effectively guide symbolic search.
