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1. WO2020072981 - QUANTUM CONVOLUTIONAL NEURAL NETWORKS

Publication Number WO/2020/072981
Publication Date 09.04.2020
International Application No. PCT/US2019/054831
International Filing Date 04.10.2019
IPC
G06N 3/00 2006.01
GPHYSICS
06COMPUTING; CALCULATING OR COUNTING
NCOMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS
3Computer systems based on biological models
G06N 3/02 2006.01
GPHYSICS
06COMPUTING; CALCULATING OR COUNTING
NCOMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS
3Computer systems based on biological models
02using neural network models
G06N 3/04 2006.01
GPHYSICS
06COMPUTING; CALCULATING OR COUNTING
NCOMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS
3Computer systems based on biological models
02using neural network models
04Architecture, e.g. interconnection topology
G06N 10/00 2019.01
GPHYSICS
06COMPUTING; CALCULATING OR COUNTING
NCOMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS
10Quantum computers, i.e. computer systems based on quantum-mechanical phenomena
CPC
G06N 10/00
GPHYSICS
06COMPUTING; CALCULATING; COUNTING
NCOMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS
10Quantum computers, i.e. computer systems based on quantum-mechanical phenomena
G06N 3/00
GPHYSICS
06COMPUTING; CALCULATING; COUNTING
NCOMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS
3Computer systems based on biological models
G06N 3/02
GPHYSICS
06COMPUTING; CALCULATING; COUNTING
NCOMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS
3Computer systems based on biological models
02using neural network models
G06N 3/04
GPHYSICS
06COMPUTING; CALCULATING; COUNTING
NCOMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS
3Computer systems based on biological models
02using neural network models
04Architectures, e.g. interconnection topology
Applicants
  • PRESIDENT AND FELLOWS OF HARVARD COLLEGE [US]/[US]
Inventors
  • CONG, Irs
  • CHOI, Soonwon
  • LUKIN, Mikhail, D.
Agents
  • AKHIEZER, Alexander
  • BLAKELY, Lauren, V.
  • BERTULLI, Scott
  • BEVILACQUA, Michael, J.
  • ANDERSON, Thomas, E.
Priority Data
62/742,10005.10.2018US
Publication Language English (EN)
Filing Language English (EN)
Designated States
Title
(EN) QUANTUM CONVOLUTIONAL NEURAL NETWORKS
(FR) RÉSEAUX NEURONAUX CONVOLUTIONNELS QUANTIQUES
Abstract
(EN)
Systems and methods for quantum convolutional neural networks are described. Systems and methods can apply convolving and pooling layers to input qudits. The qudits can be measured to identify information about the input qudits. Systems and methods can also apply quantum convolutional neural network encoding and decoding techniques for quantum error correction.
(FR)
L'invention concerne des systèmes et des procédés pour des réseaux neuronaux convolutionnels quantiques. Des systèmes et des procédés peuvent appliquer des couches de convolution et de regroupement à des qudits d'entrée. Les qudits peuvent être mesurés pour identifier des informations concernant les qudits d'entrée. Des systèmes et des procédés peuvent également appliquer des techniques de codage et de décodage de réseaux neuronaux convolutionnels quantiques pour une correction d'erreur quantique.
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