OAKLAND, Calif. Tommy Milone pitched a three-hitter for his first career complete game, Yoenis Cespedes had two hits and an RBI in his return to the Oakland lineup and the Athletics beat the Los Angeles Dodgers 4-1 on Wednesday night for their seventh win in eight games.