Selected recent publications
- Recent publications
- Overview
- Deep learning for physical layer processing in communications
- Intelligent wireless resource allocation
- Distributed learning and federated learning
- Few-short learning/fast adaptation
- Other topics
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P.-W. Jiang, C.-K. Wen, S. Jin, and G. Y. Li, “Wireless semantic communications for video conferencing,” IEEE Journal on Selected Areas in Communications. vol. 41, no. 1, pp. 230-244, January 2023.
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H.-T. He, R. Wang, S. Jin, C.-K. Wen, and G. Y. Li, “Beamspace channel estimation in Terahertz communications: A model-driven unsupervised deep learning approach,” IEEE Transactions on Wireless Communications, vol. 22, no. 3, pp. 1808-1822, March 2023.
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O.-Y. Wang, J.-B. Gao, and G. Y. Li, “Learning to adapt to current environment from past experience: Few-shot online learning in wireless communications,” IEEE Transactions on Cognitive Communications and Networking, vol. 9, no. 2, pp. 373-385, April 2023.
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S.-L. Zhou and G. Y. Li, “FedGiA: an efficient hybrid algorithm for federated learning,” IEEE Transactions on Signal Processing, vol. 71, pp. 1941-1508, 2023.
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D. Shi, L.-F. Song, W.-Q. Zhou, X.-Q. Gao, C.-X. Wang, and G. Y. Li, “Channel acquisition for HF skywave massive MIMO-OFDM communications,” IEEE Transactions on Wireless Communications, vol. 22, no. 6, pp. 4074-4089, June 2023.
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J.-B. Gao, C.-J. Zhong, G. Y. Li, J. B. Soriaga, and A. Behboodi, “Deep learning-based channel estimation for wideband hybrid mmwave massive MIMO,” IEEE Transactions on Communications, vol. 71, no. 6, pp. 3679-3693, June 2023.
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P.-W. Jiang, C.-K. Wen, J. Shi, and G. Y. Li, “Wireless semantic transmission via revising modules in conventional communications,” IEEE Wireless Communications, vol. 30, no. 3, pp 28-34, June 2023.
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J.-C. Shi, W. Zhong, X.-Q. Gao, and G. Y. Li, “Robust WMMSE precoder with deep learning design for massive MIMO,” IEEE Transactions on Communications, vol. 71, no. 7, pp. 3963-3976, July 2023.
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S.-L. Zhou and G. Y. Li, “Federated learning via inexact ADMM,” IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 45, no. 8, pp. 9699-9780, August 2023.
- B.-W. Zhang, H. Sifaou, and G. Y. Li, “CSI-fingerprinting indoor localization via attention-augmented residual convolutional neural network,” IEEE Transactions on Wireless Communications, vol. 22, no. 8, pp. 5583-5597, August 2023.
- B.-W. Zhang, Z.-J. Qin, and G. Y. Li, “Semantic communications with variable-length coding for extended reality,” IEEE Journal on Selected Topics in Signal Processing, vol. 17, no. 5, pp. 1038-1051, September 2023.
- X.-L. Yu, X.-Q. Gao, A.-A. Liu, J.-L. Zhang, H.-B. Wu, and G. Y. Li, “Robust precoding for HF skywave massive MIMO,” IEEE Transactions on Wireless Communications, vol. 22, no. 10, pp. 6691-6705, October 2023.
- K.-D. Xu, H. Nguyen, and G. Y. Li, “Distributed-training-and-execution multi-agent reinforcement learning for power control in HetNet,” IEEE Transactions on Communications. vol. 71, no. 10, pp. 5893-5903, October 2023.
- C.-T. Guo. X.-J. Wang, L. Liang, G. Y. Li, “Age of information, latency, and reliability in intelligent vehicular networks,” IEEE Network Magazine, vol. 37, no. 6, pp. 109-116, November/December 2023.
- Q. Hu, F.-F. Gao, H. Zhang, G. Y. Li, and Z.-B. Xu, “Understanding deep MIMO detection,” IEEE Transactions on Wireless Communications, vol. 22, no. 12, pp. 9626-9639, December 2023.
- J.-B. Gao, C.-J. Zhong, G. Y. Li, J. B. Soriaga, and A. Behboodi, “Spatially sparse precoding in wideband hybrid terahertz massive MIMO systems,” IEEE Transactions on Wireless Communications, vol. 23, no. 3, pp. 1871-1885, March 2024.
- X.-Y. Wei, B.-H. F. Juang, O.-Y. Wang, S.-L. Zhou, and G. Y. Li, “Accretionary learning with deep neural networks with application,” IEEE Transactions on Cognitive Communications and Networking, vol. 10, no. 2, pp. 660-673, April 2024.
- K.-J. Chen, C.-H. Qi, O. A. Dobre, and G. Y. Li, “Simultaneous beam training and target sensing in ISAC systems with RIS,” IEEE Transactions on Wireless Communications, vol. 23, no. 4, pp. 2696-2710, April 2024.
- Y.-Y. Guo, Z.-J. Qin, X.-M. Tao, and G. Y. Li, “Federated multi-view synthesizing for metaverse,” IEEE Journal on Selected Areas in Communications, vol. 42, no. 4, pp. 867-879, April 2024.
- B. Zhang, Z, Qin, and G. Y. Li “Compression ratio learning and semantic communications for video imaging,” IEEE Journal of Selected Topics in Signal Processing, vol. 18, no. 3, pp. 312 – 324, April 2024.
- H. Sifaou and G. Y. Li, “Over-the-air federated learning over scalable cell-free massive MIMO,” IEEE Transactions on Wireless Communications, vol. 23, no. 5, pp. 4214-4227, May 2024
- K.-J. Chen, C.-H. Qi, C.-X. Wang, and G. Y. Li, “Beam training and tracking for extremely large-scale MIMO communications,” IEEE Transactions on Wireless Communications, vol. 23, no. 5, pp. 5048-5062, May 2024.
- K.-J. Chen, C.-H. Qi, O. A. Dobre, and G. Y. Li, “Near-field multiuser communications based on sparse arrays,” Journal of Selected Topics in Signal Processing, vol. 18, no. 4, pp. 619-632, May 2024.
- J.-Y. Liao, J.-H. Zhao, F.-F. Gao, and G. Y. Li, “Deep learning aided low complex breath-first tree search for MIMO detection,” IEEE Transactions on Wireless Communications, vol. 23, no. 6, pp. 6266-6278, June 2024.
- J. Guo, H. Chen, B. Song, Y.-H. Chi, C. Yuan, F. R. Yu, G. Y. Li, and D. Niyato “Distributed task-oriented communication networks with multimodal semantic relay and edge intelligence,” IEEE Communications Magazine, vol. 62, no. 6, pp. 82-89, June 2024.
- S. Zargari, C. Tellambura, A. Maaref, and G. Y. Li, “Deep conditional generative adversarial networks for efficient channel estimation in AmBC systems,” IEEE Transactions on Machine Learning in Communications and Networking, vol. 2, no. 6, pp. 805-822, 2024.
- D. Galappaththige, S. Zargari, C. Tellambura, and G. Y. Li, “Near-field ISAC: beamforming for multi-target detection,” IEEE Wireless Communications Letters, vol. 13, no. 7, pp. 1938-1942, July 2024.
- P.-W. Jiang, C.-K. Wen, S. Jin, and G. Y. Li, “RIS-enhanced semantic communications adaptive to user requirements,” IEEE Transactions on Communications, vol. 72, no. 7, pp. 4134-4148, July 2024.
- Z.-J. Qin, L. Liang, Z.-J. Wang, S. Jin, X.-M. Tao, W. Tong, G. Y. Li, “AI empowered wireless communications: from bits to semantics,” Proceedings of the IEEE, vol. 112, no. 7, pp. 621-652, July 2024.
- S.-X. Wang, W. Dai, H.-W. Wang, and G. Y. Li, “Robust waveform design for integrated sensing and communication,” IEEE Transactions on Signal Processing, vol. 72, no. 7, pp. 3122-3138, 2024.
- K.-J. Chen, C.-H. Qi, O. A. Dobre, and G. Y. Li, “Triple-refine hybrid-field beam training for mmWave extremely large-scale MIMO,” IEEE Transactions on Wireless Communications, vol. 23, no. 8, pp. 8556-8570, August 2024.
- C. Xu, L.-P. Xiang, S. Sugiura, R. G. Maunder, L.-L. Yang, D. Niyato, G. Y. Li, R. Schober, and L. Hanzo, “Noncoherent orthogonal time frequency space modulation,” IEEE Transactions on Wireless Communications, vol. 23, no. 8, pp. 10072-10090, August 2024.
- M. A. ElMossallamy, Z. Han, M. Pan, R. Jantti, K. G. Seddik, G. Y. Li, “Noncoherent frequency shift keying for ambient backscatter over OFDM signals,” IEEE Open Journal of the Communications Society, vol. 5, pp. 5219-5231, 2024.
- Y.-Z. Liu Z.-J. Qin, and G. Y. Li, “Energy-efficient distributed spiking neural network for wireless edge intelligence,” IEEE Transactions on Wireless Communications, vol. 23, no. 9, pp. 10683-10697, September 2024.
- B. Lin, C.-B. Zhao, F.-F. Gao, G. Y. Li, J. Qian, and H. Wang, “Environment reconstruction based on multi-user selection and multi-modal fusion in ISAC,” IEEE Transactions on Wireless Communications, vol. 23, no. 10, pp. 15083-15095, October 2024.
- Z.-X. Chen, W.-Q. Yi, A. Nallanathan, and G. Y. Li, “Efficient wireless federated learning with partial model aggregation,” IEEE Transactions on Communications, vol. 72, no. 10, pp. 6271-6286, October 2024.
- D. Shi, L.-F. Song, X.-Q. Gao, J.-H. Wang, M. Bengtsson, G. Y. Li, and X.-G. Xia, “Beam structured channel estimation for HF skywave massive MIMO-OFDM communications,” IEEE Transactions on Wireless Communications, vol. 23, no. 11, pp. 16301-16315, November 2024.
- S.-Z. Hu, Y.-P. Duan, X.-M. Tao, G. Y. Li, J.-H. Lu, G.-Y. Liu, and Z.-M. Zheng, C.-K. Pan, “Brain-inspired image perceptual quality assessment based on EEG: A QoE perspective,” IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 46, no. 12, pp. 8424-8441, December 2024.
- H. Zhang, S.-L. Zhou, G. Y. Li, and N.-H. Xiu “0/1 constrained optimization solving SAA for CCP,” to appear in Mathematics of Operations Research.
- K.-J. Chen, C.-H. Qi, J.-J. Huang, O. A. Dobre, and G. Y. Li, “Near-field communications for extremely large-scale MIMO: A beamspace perspective,” to appear in IEEE Communications Magazine.
- K.-D. Xu, S.-L. Zhou, and G. Y. Li, “Rescale-invariant federated reinforcement learning for resource allocation in V2X networks,” to appear in IEEE Communications Letters.
- H. Zhang, S.-L. Zhou, G. Y. Li, and N.-H. Xiu “A step function based recursion method for 0/1 deep neural networks,” to appear in Applied Mathematics and Computation.
- J.-J. Huang, C.-H. Qi, O. A. Dobre, and G. Y. Li, “Beam switching based beam design for high-speed train mmWave communications,” to appear in IEEE Transactions on Wireless Communications.
- K.-D. Xu, S.-L. Zhou, and G. Y. Li, “Federated reinforcement learning for resource allocation in V2X networks,” to appear in IEEE Journal of Selected Topics in Signal Processing.
Location
Imperial College London
Faculty of Engineering
South Kensington Campus
London SW7 2AZ, UK
White City Campus
London W12 7TA, UK