3 papers · 1 filter
Solving graph problems using permutation-invariant quantum machine learning
Maximilian Balthasar Mansky, Tobias Rohe, Gerhard Stenzel +7
Many computational problems are unchanged under some symmetry operation. In classical machine learning, this can be reflected with the layer structure of the neural network. In qua…
Scaling of symmetry-restricted quantum circuits
Maximilian Balthasar Mansky, Miguel Armayor Martinez, Alejandro Bravo de la Serna +6
The intrinsic symmetries of physical systems have been employed to reduce the number of degrees of freedom of systems, thereby simplifying computations. In this work, we investigat…
Symmetry-restricted quantum circuits are still well-behaved
Maximilian Balthasar Mansky, Santiago Londoño Castillo, Miguel Armayor-Martínez +5
We show that quantum circuits restricted by a symmetry inherit the properties of the whole special unitary group , in particular composition, algebraic and topological clo…