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pro vyhledávání: '"Milburn, G J"'
Kernel methods are of current interest in quantum machine learning due to similarities with quantum computing in how they process information in high-dimensional feature (Hilbert) spaces. Kernels are believed to offer particular advantages when they
Externí odkaz:
http://arxiv.org/abs/2404.01787
Autor:
Milburn, G J
Physical learning machines, be they classical or quantum, are necessarily dissipative systems. The rate of energy dissipation decreases as the learning error rate decreases linking thermodynamic efficiency and learning efficiency. In the classical ca
Externí odkaz:
http://arxiv.org/abs/2305.07801
Autor:
Milburn, G. J., Basiri-Esfahani, Sahar
A learning machine, like all machines, is an open system driven far from thermal equilibrium by access to a low entropy source of free energy. We discuss the connection between machines that learn, with low probability of error, and the optimal use o
Externí odkaz:
http://arxiv.org/abs/2209.11954
Autor:
Gangat, A. A., Milburn, G. J.
In classical physics, clocks are open dissipative systems driven from thermal equilibrium and necessarily subject to thermal noise. We describe a quantum clock driven by entropy reduction through measurement. The mechanism consists of a superconducti
Externí odkaz:
http://arxiv.org/abs/2109.05390
We ground the asymmetry of causal relations in the internal physical states of a special kind of open and irreversible physical system, a causal agent. A causal agent is an autonomous physical system, maintained in a steady state, far from thermal eq
Externí odkaz:
http://arxiv.org/abs/2009.04121
Autor:
Milburn, G J
All clocks, classical or quantum, are open non equilibrium irreversible systems subject to the constraints of thermodynamics. Using examples I show that these constraints necessarily limit the performance of clocks and that good clocks require large
Externí odkaz:
http://arxiv.org/abs/2007.02217
Autor:
Milburn, G. J., Shrapnel, Sally
Publikováno v:
Entropy 2018, 20, 687
Characterising causal structure is an activity that is ubiquitous across the sciences. Causal models are representational devices that can be used as oracles for future interventions, to predict how values of some variables will change in response to
Externí odkaz:
http://arxiv.org/abs/1809.03191
Autor:
Milburn, G. J., Milburn, T. J.
We introduce a quantum thermodynamic system that can operate as a thermal clock in analogy with the thermal clock first introduced by Ernst Mach in which the temperature difference between cooling bodies in contact can be used as a kind of relational
Externí odkaz:
http://arxiv.org/abs/1708.02369
Publikováno v:
Phys. Rev. A 97, 013820 (2018)
We propose a scheme to generate macroscopic superposition states in spin ensembles, where a coherent driving field is applied to accelerate the generation of macroscopic superposition states. The numerical calculation demonstrates that this approach
Externí odkaz:
http://arxiv.org/abs/1703.05666
Autor:
Milburn, G J, Kewming, M
Publikováno v:
Journal of Physics: Conference Series; 2024, Vol. 2889 Issue 1, p1-9, 9p