1 citations · 3 across the 4 of their papers we have counts for
4 papers
A Hybrid Quantum-Classical Autoencoder Framework for End-to-End Communication Systems
Bolun Zhang, Gan Zheng, Nguyen Van Huynh
This paper investigates the application of quantum machine learning to End-to-End (E2E) communication systems in wireless fading scenarios. We introduce a novel hybrid quantum-clas…
Dynamic Spectrum Access for Ambient Backscatter Communication-assisted D2D Systems with Quantum Reinforcement Learning
Nguyen Van Huynh, Bolun Zhang, Dinh-Hieu Tran +5
Spectrum access is an essential problem in device-to-device (D2D) communications. However, with the recent growth in the number of mobile devices, the wireless spectrum is becoming…
DDPG-E2E: A Novel Policy Gradient Approach for End-to-End Communication Systems
Bolun Zhang, Nguyen Van Huynh, Dinh Thai Hoang +2
The End-to-end (E2E) learning-based approach has great potential to reshape the existing communication systems by replacing the transceivers with deep neural networks. To this end,…
Deep Deterministic Policy Gradient for End-to-End Communication Systems without Prior Channel Knowledge
Bolun Zhang, Nguyen Van Huynh
End-to-End (E2E) learning-based concept has been recently introduced to jointly optimize both the transmitter and the receiver in wireless communication systems. Unfortunately, thi…