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This paper explores quadratic forms over finite fields with associated Artin-Schreier curves. Specifically, we investigate quadratic forms of represented by polynomials over with odd, characterizing them using certain matrices defined by coefficients of the polynomials. In particular, a comprehensive treatment will be given for those polynomials whose coefficients all lie in . Afterwards, the results on quadratic forms will be applied to get maximal and minimal Artin-Schreier curves explicitly.

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