Bev Hills Housewife -- I'm NOT Dumping My Husband

5/11/2011 1:10 PM PDT BY TMZ STAFF
Taylor Armstrong is still a houseWIFE -- because she and hubby Russell are NOT splitting ... this according to her rep.

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Rumors of their demise have been circulating because the couple was often seen fighting during the first season of Bravo's  "The Real Housewives of Beverly Hills".

But a source tells People.com, "They've gone through therapy and they have issues within their marriage that they're actively working on, but they're both really committed to making their marriage work."