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log4(49)=log2(7)≈2.8074log4(48)≈2.7925
Why this formula appears here
Because a genuine tensor decomposition composes with itself, the rank number converts directly into an asymptotic cost exponent, and DeepMind’s own paper does not spell out what that conversion yields — this is the article’s own arithmetic, shown rather than asserted. Applying Strassen’s 2×2 trick twice to reach 4×4 gives an algorithm whose cost scales as nlog27 ; applying it k times to reach a 2^k × 2^k matrix costs 7^k multiplications for n = 2^k , the same exponent however you slice the recursion. A genuine rank-48 4×4 decomposition, applied the same way, would scale as nlog448 instead: log4(49)=log2(7)≈2.8074log4(48)≈2.7925. The gap is small — about 0.015 in the exponent, on the order of…
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Equation 6 · Technological Evolution
This equation gives an approximation: it relates the quantities while allowing an approximation.
Because a genuine tensor decomposition composes with itself, the rank number converts directly into an asymptotic cost exponent, and DeepMind’s own paper does not spell out what that conversion yields — this is the article’s own arithmetic, shown rather than asserted. Applying Strassen’s 2×2 trick twice to reach 4×4 gives an algorithm whose cost scales as nlog27 ; applying it k times to reach a 2^k × 2^k matrix costs 7^k multiplications for n = 2^k , the same exponent however you slice the recursion. A genuine rank-48 4×4 decomposition, applied the same way, would scale as nlog448 instead: log4(49)=log2(7)≈2.8074log4(48)≈2.7925. The gap is small — about 0.015 in the exponent, on the order of…
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