The correct answer is:
Mark Antony and Octavius raised an army against Brutus and Cassius.
Between Act 3 and Act 4 of The Tragedy of Julius Caesar there were almost 2 year differente. After Julius Caesar died, Octavius, Lepidus and Mark Antony allied themselves and recruited an army against Brutus and Cassius.