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They are based on the state-space representation as for a VAR. For first order, see e.g. Hamilton (1994): Time Series Analysis. For second order, see Kim/Kim/Schaumburg/Sims (full reference in the manual).
When the HP-filter option is active, the frequency domain representation of the HP filter of King/Rebelo (1993) is used.