Search Results for author: Yidong Liao

Found 3 papers, 1 papers with code

Graph Neural Networks on Quantum Computers

no code implementations27 May 2024 Yidong Liao, Xiao-Ming Zhang, Chris Ferrie

This paper proposes frameworks for implementing GNNs on quantum computers to potentially address the challenges.

Graph Attention Graph Neural Network +2

Quantum Optimization for Training Quantum Neural Networks

no code implementations31 Mar 2021 Yidong Liao, Min-Hsiu Hsieh, Chris Ferrie

Training quantum neural networks (QNNs) using gradient-based or gradient-free classical optimisation approaches is severely impacted by the presence of barren plateaus in the cost landscapes.

Quantum advantage in training binary neural networks

1 code implementation30 Oct 2018 Yidong Liao, Oscar Dahlsten, Daniel Ebler, Feiyang Liu

On a classical computer, the number of training cycles is strongly correlated with the amount of parameters in the neural network, making an optimization of the parameters computationally expensive.

Quantum Physics

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