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07/03/2023
Quantum Machine Learning on Near-Term Quantum Devices: Current State of Supervised and Unsupervised Techniques for Real-World Applications
The past decade has seen considerable progress in quantum hardware in te...
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08/23/2022
Decentralized Collaborative Learning with Probabilistic Data Protection
We discuss future directions of Blockchain as a collaborative value co-c...
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06/17/2021
Trainable Discrete Feature Embeddings for Variational Quantum Classifier
Quantum classifiers provide sophisticated embeddings of input data in Hi...
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05/14/2021
Decision Diagrams for Quantum Measurements with Shallow Circuits
We consider the problem of estimating quantum observables on a collectio...
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03/15/2021
Efficient Construction of Functional Representations for Quantum Algorithms
Due to the significant progress made in the implementation of quantum ha...
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04/03/2020
Detecting Temporal Correlation via Quantum Random Number Generation
All computing devices, including quantum computers, must exhibit that fo...
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07/05/2019
Optimization of Quantum Circuit Mapping using Gate Transformation and Commutation
This paper addresses quantum circuit mapping for Noisy Intermediate-Scal...
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04/26/2018
Profile-guided memory optimization for deep neural networks
Recent years have seen deep neural networks (DNNs) becoming wider and de...
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12/17/2017