Any process that modulates the rate, frequency or extent of pheromone-dependent signal transduction during conjugation with cellular fusion, the series of molecular signals that bring about the relay, amplification or dampening of a signal generated in response to a cue, such as starvation or pheromone exposure, in organisms that undergo conjugation with cellular fusion.