[danbruc]

Am I correct when I think of this as a curve/surface fitting tool that tries to automatically find a low complexity equation together with parameters that fits some provided data?

[jmpeax]

The term for this is called "Symbolic Regression".

[Houshalter]

Yes, that's exactly it.