Thanks @kcrisman! I had to "do it by hand" in some sense. I specified the tick marks with ticks=[[10,20],[1*10^9,2*10^9]]. Then, I specified the labels using latex with tick_formatter=[None,['$1.0\\times 10^9$', '$2.0\\times 10^9$']].