Search Results for author: Vid Stojevic

Found 3 papers, 0 papers with code

Sparse hierarchical representation learning on molecular graphs

no code implementations6 Aug 2019 Matthias Bal, Hagen Triendl, Mariana Assmann, Michael Craig, Lawrence Phillips, Jarvist Moore Frost, Usman Bashir, Noor Shaker, Vid Stojevic

Architectures for sparse hierarchical representation learning have recently been proposed for graph-structured data, but so far assume the absence of edge features in the graph.

Drug Discovery Representation Learning

Hierarchical quantum classifiers

no code implementations10 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

Compact Neural Networks based on the Multiscale Entanglement Renormalization Ansatz

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).

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