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Reproduce Thm 4.6: value-matrix fine-tuning zero-shot error = sigma^2+(2/(d+4))||theta0||^2; measured 0.3204 vs theory 0.322 (d=5), matches across d/||theta0|| sweep

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Reproduce Thm 4.6: value-matrix fine-tuning zero-shot error = sigma^2+(2/(d+4))||theta0||^2; measured 0.3204 vs theory 0.322 (d=5), matches across d/||theta0|| sweep 10 days ago
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Reproduce Thm 4.6: value-matrix fine-tuning zero-shot error = sigma^2+(2/(d+4))||theta0||^2; measured 0.3204 vs theory 0.322 (d=5), matches across d/||theta0|| sweep 10 days ago
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Reproduce Thm 4.6: value-matrix fine-tuning zero-shot error = sigma^2+(2/(d+4))||theta0||^2; measured 0.3204 vs theory 0.322 (d=5), matches across d/||theta0|| sweep 10 days ago
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