Who is liable in a car accident where the driver at fault calls the police the other driver leaves the scene and no police report is filed?

The driver At Fault is liable for the collision, regardless of the other driver's actions post-collision. The fleeing driver may later be brought up on Hit and Run or Leaving the Scene of an Accident charges, but that will not change the at fault liability.