I sincerely hope they do the exact opposite. Taxes are often added to behaviors the state wants to limit (ie. Sin tax on Alcohol/Cigarettes/etc), it would be in everyone's best interest to convert to driverless cars so the tax should be on people without driverless cars and/or more importantly on people who don't carpool.
The only reason we don't tax by usage is because we don't have the data. If cars have that data, it would be by far the superior system. Why tax someone driving 100mi the same as someone driving 100k miles?
The reason being that a car driving itself around with no one in it is essentially wasting resources and spewing out emissions. The example comes up often in what-ifs about self-driving cars.
Self driving vehicles allow ride-sharing to be far more effective as you won't have to pay for the cost of the driver. Right now bus routes are studied, and are used less often than they could be due to the last mile problem, and should we grow the scale of HOV lanes, ride sharing will be further encouraged. We could take a fleet of minibuses and focus on the real time optimization problem, rather than making car travel more luxurious but also make congestion far worse.
1. self-driving cars make more efficient use of the roadway
2. parking lots could (partially) be converted into roadway, or even better, actual business, so there will be less road to "outside of town".
Not sure if I'm excited about that. This would double the traffic during rush hour. I'd sincerely hope they introduce a tax on vehicles driven without driver.