no code implementations • 23 May 2019 • Mateusz Ostaszewski, Edward Grant, Marcello Benedetti
We demonstrate the method for optimizing a variational quantum eigensolver for finding the ground states of Lithium Hydride and the Heisenberg model in simulation, and for finding the ground state of Hydrogen gas on the IBM Melbourne quantum computer.
Quantum Physics
no code implementations • 1 Jun 2018 • Marcello Benedetti, Edward Grant, Leonard Wossnig, Simone Severini
Adversarial learning is one of the most successful approaches to modelling high-dimensional probability distributions from data.
no code implementations • 10 Apr 2018 • Edward Grant, Marcello Benedetti, Shuxiang Cao, Andrew Hallam, Joshua Lockhart, Vid Stojevic, Andrew G. Green, Simone Severini
Quantum circuits with hierarchical structure have been used to perform binary classification of classical data encoded in a quantum state.
Quantum Physics
no code implementations • ICLR 2018 • Andrew Hallam, Edward Grant, Vid Stojevic, Simone Severini, Andrew G. Green
This paper demonstrates a method for tensorizing neural networks based upon an efficient way of approximating scale invariant quantum states, the Multi-scale Entanglement Renormalization Ansatz (MERA).
no code implementations • 2 Oct 2017 • Andrea Rocchetto, Edward Grant, Sergii Strelchuk, Giuseppe Carleo, Simone Severini
This suggests that the probability distributions associated to hard quantum states might have a compositional structure that can be exploited by layered neural networks.
no code implementations • 12 Oct 2016 • Edward Grant, Pushmeet Kohli, Marcel van Gerven
We introduce a convolutional neural network for inferring a compact disentangled graphical description of objects from 2D images that can be used for volumetric reconstruction.
no code implementations • 4 Dec 2015 • Edward Grant, Stephan Sahm, Mariam Zabihi, Marcel van Gerven
Judgments about personality based on facial appearance are strong effectors in social decision making, and are known to have impact on areas from presidential elections to jury decisions.