The Inductive Bias of Quantum Kernels Jonas M. Kübler Simon Buchholz

In conclusion, our message is a somewhat sobering one: we conjecture that quantum machine learning models can offer speed-ups only if we manage to encode knowledge about the problem at hand into quantum circuits, while encoding the same bias into a classical model would be hard.