Quantum advantage without exponential concentration: Trainable kernels for symmetry-structured data

Laura J. Henderson, Kerstin Beer, Salini Karuvade +3

Quantum kernel methods promise enhanced expressivity for learning structured data, but their usefulness has been limited by kernel concentration and barren plateaus. Both effects a…