The correct word for the blank is "by." The complete sentence is: "Most of the guests arrived for the concert by bus."
Explanation: The preposition "by" denotes the method of transportation, a common usage for indicating travel. Therefore, "by bus" is the appropriate phrase for describing the transportation method, unlike other possible options.