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We present a variational Monte-Carlo framework to study fermionic systems through higher-dimensional (&#x003E;<\/mml:mo><\/mml:math>1D) Jordan-Wigner transformations. We provide exact solutions to the parity and Gauss-law constraints that are encountered in bosonization procedures. 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