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We introduce almost supplementary difference sets (ASDS). For odd , certain ASDS in that have amicable incidence matrices are equivalent to quaternary sequences of odd length with optimal autocorrelation. As one consequence, if is a prime power, or $m \equiv 1 \mod 4$ is prime, then ASDS of this kind exist. We also explore connections to optimal binary sequences and group cohomology.

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