2 papers
cs.LG2024
Learn one size to infer all: Exploiting translational symmetries in delay-dynamical and spatio-temporal systems using scalable neural networks
Mirko Goldmann, Claudio R. Mirasso, Ingo Fischer +1
We design scalable neural networks adapted to translational symmetries in dynamical systems, capable of inferring untrained high-dimensional dynamics for different system sizes. We…
quant-ph2024
Dissipation as a resource for Quantum Reservoir Computing
Antonio Sannia, Rodrigo MartÃnez-Peña, Miguel C. Soriano +2
Dissipation induced by interactions with an external environment typically hinders the performance of quantum computation, but in some cases can be turned out as a useful resource.…