Maryland Courts and Judicial Proceedings Section 3-203
§ 3-203.
  (a)   An initial petition shall be filed with the court in the county:
    (1)   As provided by the agreement; or
    (2)   Where the arbitration hearing was held.
  (b)   If the agreement does not provide for a county in which the petition shall be filed or if the hearing has not been held, the petition shall be filed with the court in:
    (1)   The county where the adverse party resides;
    (2)   The county where the adverse party has a place of business; or
    (3)   If the adverse party has neither a residence nor a place of business in the State, any county.
  (c)   A subsequent petition shall be filed with the court hearing the initial petition unless the court directs otherwise.