For the converse as well as the stated symmetric case, set
Irreducibility and the existence of an invariant probability distribution make the chain positive recurrent, so . During one return cycle from to , the chain enters with probability and, after entry, makes a geometric number of visits to with success parameter . Therefore
On the other hand, the stationary cycle occupation formula gives
Consequently
It follows that
which is precisely the claimed equivalence between symmetry of and equality of their invariant masses.

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