A typical description of a central force is found here Lecture L15 - Central Force Motion: Kepler’s Laws (pdf).
"When the only force acting on a particle is always directed to wards a fixed point, the motion is called central force motion."
The two cases I am familiar with are the inverse square force, and the mass on a spring.
I am assuming a free test particle (e.g., a planet) not subject to friction nor any other force.
Other that having a "central attractor", what other conditions must be met to qualify as a "central force problem"? For example, can the force at a field point change with time? Can the force depend on radial angle? This latter proposition appears to require a potential gradient with a non-radial component, so violates the central force requirement.