Can one party unilaterally stop the arbitration?

No. Once arbitration has commenced under a valid agreement, a party cannot unilaterally withdraw and force the other party back to court. The arbitrator can proceed and issue an award even if a party refuses to participate (a "default award"). The defaulting party's non-participation does not invalidate the proceedings.