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WhatsApp: +86 18221755073Interpreting the representation and generalization powers has been a long-standing issue in the field of machine learning (ML) and artificial intelligence. This work contributes to uncovering the emergence of universal scaling laws in quantum-probabilistic ML. We take the generative tensor network (GTN) in the form of a matrix product state as an example and …
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WhatsApp: +86 18221755073The scaling coefficients in L 𝐿 L italic_L exhibit logarithmic scaling behaviors against the virtual dimension χ 𝜒 chi italic_χ of the GTN. These coefficients' scaling laws are consistent with the logarithmic scaling of NLL versus χ 𝜒 chi italic_χ, which explains how the powers of GTN improve as the number of quantum channels increases.The deviation of the coefficients ...
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