Deep Deterministic Policy Gradient for End-to-End Communication Systems without Prior Channel Knowledge

E. Zehavi, “8-PSK trellis codes for a Rayleigh channel,” IEEE Transactions on Communications , vol. 40, no. 5, pp. 873-884, May 1992

1992

Earlier work this paper cites.

S. Gu, T. Lillicrap, I. Sutskever, and S. Levine, “Continuous deep Q-learning with model-based acceleration,” International conference on machine learning , 2016

2016

Earlier work this paper cites.

T. O’shea and J. Hoydis, “An introduction to deep learning for the physical layer,” IEEE Transactions on Cognitive Communications and Networking , vol. 3, no. 4, pp. 563-575, Oct. 2017

2017

Earlier work this paper cites.

S. Dorner, S. Cammerer, J. Hoydis, and S. T. Brink, “Deep learning based communication over the air,” IEEE Journal of Selected Topics in Signal Processing , vol. 12, no. 1, pp. 132-143, Feb. 2018

2018

Cited alongside, same era.

F. Aoudia and J. Hoydis, “End-to-end learning of communications systems without a channel model,” 52nd Asilomar Conference on Signals, Systems, and Computers , Pacific Grove, CA, USA, 28-31 Oct. 2018

2018

Cited alongside, same era.

V. Raj and S. Kalyani, “Backpropagating through the air: Deep learning at physical layer without channel models,” IEEE Communications Letters , vol. 22, no. 11, pp. 2278-2281, Nov. 2018

2018

Cited alongside, same era.

S. Zhang and R. S. Sutton, “A deeper look at experience replay,” [Online]. Available: arXiv:1712.01275

Original

Cited in the paper.

T. P. Lillicrap, J. J. Hunt, A. Pritzel, N. Heess, T. Erez, Y. Tassa, D. Silver, and D. Wierstra, “Continuous control with deep reinforcement learning,” [Online]. Available: arXiv:1509.02971

Original

Cited in the paper.

T. V. Laarhoven, “L2 regularization versus batch and weight normalization,” [Online]. Available: arXiv:1706.05350

Original

Cited in the paper.

M. Goutay, F. A. Aoudia, and J. Hoydis, “Deep reinforcement learning autoencoder with noisy feedback,” International Symposium on Modeling and Optimization in Mobile, Ad Hoc, and Wireless Networks (WiOPT) , Avignon, France, 03-07 Jun. 2019

2019

Later among the works it cites.

O. Jovanovic, M. P. Yankov, F. D. Ros, and D. Zibar, “Gradient-free training of autoencoders for non-differentiable communication channels,” Journal of Lightwave Technology , vol. 39, no. 20, pp. 6381-6391, Aug. 2021

2021

Later among the works it cites.