Publications

@incollection{nguyen2026integrated,
  title={Integrated Sensing and Communication},
  booktitle={6G to Build a Sustainable Future},
  publisher={John Wiley \& Sons},
  year={2026}
}

@inproceedings{ma2026digital,
  title={Digital Twin-Assisted Beam Prediction Under Missing Sensor Observations},
  author={M. Ma and N. T. Nguyen and A. Alkhateeb and A. L. Swindlehurst and M. Juntti},
  booktitle={Proc. {IEEE} Int. Conf. Acoust., Speech, Signal Processing},
  year={2026},
  note={submitted}
}

@inproceedings{djelouat2026learning,
  title={Learning Block-Sparse Priors for Near-Field Channel Estimation via Unfolded Sparse {Bayesian} Learning},
  author={H. Djelouat and D. Lim and N. T. Nguyen and M. Juntti},
  booktitle={Proc. {IEEE} Int. Conf. Acoust., Speech, Signal Processing},
  year={2026},
  note={submitted}
}

@article{raza2026doa,
  title={DoA Estimation Via Atomic Norm Approximation Using Model-Based Machine Learning},
  author={A. Raza and N. T. Nguyen and N. Shlezinger and M. Juntti},
  journal={IEEE Signal Process. Lett.},
  year={2026},
  note={submitted}
}

@inproceedings{nguyen2026robust,
  title={Robust Energy-Efficient Design for Imperfect Integrated Sensing and Communication Systems},
  author={Huy T. Nguyen and Huy G. Tran and Trung Hieu Vu and Hoa T. Nguyen and N. T. Nguyen and Vo-Nguyen Quoc Bao},
  booktitle={International Conference on Computing and Communication Technologies (RIVF)},
  year={2026},
  note={submitted}
}

@inproceedings{nguyen2026energyefficient,
  title={Energy-Efficient Spiking Neural Networks for Sensing-Aided Beam Prediction},
  author={N. T. Nguyen and P. N. Tran and M. Ma and H. T. Nguyen and A. Alkhateeb and M. Juntti},
  booktitle={International Conference on Computing and Communication Technologies (RIVF)},
  year={2026},
  note={submitted}
}

@inproceedings{nguyen2026spikenative,
  title={Spike-Native Neural Networks for Switch Configuration in Hybrid Beamforming},
  author={N. T. Nguyen and P. N. Tran and K. Deka and M. D. Renzo and A. G. Armada and M. Juntti},
  booktitle={Proc. {IEEE} Int. Conf. Commun.},
  year={2026},
  note={submitted}
}

@article{ribeiro2026energyefficient,
  title={Energy‑Efficient {6G} Radio Networks: An Industry Review of Transmit Antenna and Power Adaptations},
  author={L. Ribeiro and E. M. Taghavi and R. S. Bhagavathula and N. T. Nguyen and D. Kumar and M. Tayyab and M. Jada and D. Laselva and M. Juntti},
  journal={IEEE Wireless Commun. Mag.},
  year={2026},
  note={submitted}
}

@article{s2026performance,
  title={Performance Analysis and Sensing-Aware Resource Allocation for {FD} {mMIMO} {ISCC} Networks},
  author={Vo P. S. and V.-D. Nguyen and N. T. Nguyen and T.-V. Truong and S. Shatzinotas},
  journal={IEEE Trans. Wireless Commun.},
  year={2026},
  note={submitted}
}

@article{uniyal2026massive,
  title={Massive {MIMO} {ISAC} Under Target-Angle Uncertainty: {CRLB} Outage Analysis and Robust Resource Allocation},
  author={S. Uniyal and T. Fang and V.-D. Nguye and H. Q. Ngo and M. Juntti and N. T. Nguyen},
  journal={IEEE Trans. Signal Process.},
  year={2026},
  note={submitted}
}

@article{gharagezlou2026deepunfolded,
  title={Deep-Unfolded Wideband {ISAC} Beamforming for {DMA} Under Frequency-Selective Lorentzian Model},
  author={A. S. Gharagezlou and P. Mobaraki and M. Monemi and N. T. Nguyen and M. Rasti and S. Ali and M. Latva-aho},
  journal={IEEE Trans. Commun.},
  year={2026},
  note={major revision}
}

@article{tavakolian2026gnnenabled,
  title={GNN-Enabled mmWave Beam Prediction Using Sub-6GHz Channels in Cell-Free Massive {MIMO} Systems},
  author={S. Tavakolian and A. Zaker and A. Alkhateeb and M. Juntti and N. T. Nguyen},
  journal={IEEE Trans. Commun.},
  year={2026},
  note={major revision}
}

@article{mobaraki2026energy,
  title={Energy Efficiency Maximization for Hybrid {RIS}-Aided Communications Via Deep Unfolding},
  author={P. Mobaraki and A. Zaker and M. D. Renzo and M. Juntti and N. T. Nguyen},
  journal={IEEE Trans. Wireless Commun.},
  year={2026},
  note={submitted}
}

@article{singh2026performance,
  title={Performance Analysis of Hybrid STAR-{RIS}-Assisted Bistatic {ISAC}-{RSMA} Systems},
  author={C. K. Singh and S. Uniyal and N. T. Nguyen and A. S. d. Sena and S.-A. Kim and J. Kim and M. Latva-aho and M. Juntti},
  journal={IEEE Trans. Commun.},
  year={2026},
  note={submitted}
}

@article{ataeebojd2026resource,
  title={Resource Allocation and {AoI}-Aware Detection for {ISAC} With Stacked Intelligent Metasurfaces},
  author={E. Ataeebojd and N. T. Nguyen and S. Yoo and J. Kang and M. Juntti and M. Latva-aho and M. Rasti},
  journal={IEEE Trans. Wireless Commun.},
  year={2026},
  note={submitted}
}

@article{tran2026graph,
  title={Graph Attention {DRL} for Energy-Efficient Joint AP, Antenna, and Power Control in Cell-Free Networks},
  author={P. N. Tran and N. T. Nguyen and H. Q. Ngo and M. Juntti},
  journal={IEEE Trans. Wireless Commun.},
  year={2026},
  note={major revision}
}

@article{fang2026trihybrid,
  title={Tri-Hybrid Beamforming Design for Large-Scale {MIMO} {ISAC} Systems},
  author={T. Fang and M. Ma and M. Juntti and I. Lee and J. Kang and N. T. Nguyen},
  journal={IEEE Trans. Signal Process.},
  year={2026},
  note={submitted}
}

@article{fang2026deep,
  title={Deep Unfolded Shifted Power Iteration Based {ISAC} Beamforming for Sum Rate and {CRLB} Balancing},
  author={T. Fang and N. T. Nguyen and M. Juntti},
  journal={IEEE Commun. Lett.},
  year={2026},
  note={submitted}
}

@article{uniyal2026performance,
  title={Performance Analysis and Joint Beamforming for Hybrid {RIS}-Aided Massive {MIMO} {ISAC}},
  author={S. Uniyal and T. Fang and M. D. Renzo and M. Juntti and N. T. Nguyen},
  journal={IEEE Trans. Wireless Commun.},
  year={2026},
  note={minor revision}
}

@article{ma2026knowledge,
  title={Beamforming Design and Subcarrier Allocation for Multicarrier Multiuser {MIMO} {ISAC}},
  author={Hatami, Mohammad and Nguyen, Nhan Thanh and Juntti, Markku},
  journal={IEEE Trans. Commun.},
  year={2026},
  volume={74},
  pages={12067--12083},
  doi={10.1109/TCOMM.2026.3717030}
}

@article{ma2026knowledge,
  title={Knowledge Distillation for Sensing-Assisted Long-Term Beam Tracking in {mmWave} Communications},
  author={Ma, Mengyuan and Nguyen, Nhan Thanh and Shlezinger, Nir and Eldar, Yonina C and Swindlehurst, A Lee and Juntti, Markku},
  journal={IEEE Trans. Wireless Commun.},
  year={2026},
  month={jul},
  eprint={2509.11419},
  archivePrefix={arXiv},
  volume={25},
  pages={20494--20511},
  doi={10.1109/TWC.2026.3714223}
}

@article{zaker2026datafree,
  title={Data-Free Knowledge Distillation for {LiDAR}-Aided Beam Tracking in {MmWave} Systems},
  author={A. Zaker and N. T. Nguyen and A. Alkhateeb and M. Juntti},
  journal={IEEE Trans. Veh. Technol.},
  year={2026},
  note={early access},
  doi={10.1109/TVT.2026.3707693}
}

@article{fang2026optimal,
  title={Optimal {ISAC} Beamforming Structure and Efficient Algorithms for Sum Rate and {CRLB} Balancing},
  author={Fang, Tianyu and Ma, Mengyuan and Juntti, Markku and Shlezinger, Nir and Swindlehurst, A Lee and Nguyen, Nhan Thanh},
  journal={IEEE Trans. Signal Process.},
  year={2026},
  month={may},
  eprint={2503.09489},
  archivePrefix={arXiv},
  volume={74},
  pages={2400--2416},
  doi={10.1109/TSP.2026.3694198}
}

@article{nguyen2026knowledge,
  title={Knowledge Distillation for Collaborative Learning in Distributed Communications and Sensing},
  author={N. T. Nguyen and M. Ma and N. Shlezinger and Y. C. Eldar and A. L. Swindlehurst and M. Juntti},
  journal={IEEE Commun. Mag.},
  year={2026},
  note={early access},
  doi={10.1109/MCOM.001.2500665}
}

@article{bhandari2026isacenabled,
  title={ISAC-Enabled Handover Design in {LEO} Satellite Networks},
  author={S. Bhandari and Thang X. Vu and N. T. Nguyen and S. Chatzinotas},
  journal={IEEE Trans. Commun.},
  year={2026},
  volume={74},
  pages={5215--5231},
  doi={10.1109/TCOMM.2026.3666666}
}

@article{perera2026bistatic,
  title={Bi-Static {ISAC} Beamforming Design in Multi-User {MIMO} Systems},
  author={I. Perera and N. T. Nguyen and P. Pirinen and N. Rajatheva},
  journal={IEEE Trans. Veh. Technol.},
  year={2026},
  volume={75},
  number={7},
  pages={13695--13707},
  doi={10.1109/TVT.2026.3659943}
}

@article{uniyal2026outage,
  title={Outage, Symbol Error Probability, and Rate of {RIS}-Assisted {MIMO} Systems With Phase Errors},
  author={S. Uniyal and N. T. Nguyen and G. Kumar and M. D. Renzo and M. Juntti},
  journal={IEEE Trans. Commun.},
  year={2026},
  volume={74},
  pages={4538--4554},
  doi={10.1109/TCOMM.2026.3658382}
}

@article{nguyen2026exploiting,
  title={Exploiting Symmetric Non-Convexity for Multi-Objective Symbol-Level {DFRC} Signal Design},
  author={L. V. Nguyen and R. Liu and N. T. Nguyen and M. Juntti and B. Ottersten and A. L. Swindlehurst},
  journal={IEEE Trans. Wireless Commun.},
  year={2026},
  volume={25},
  pages={10530--10545},
  doi={10.1109/TWC.2026.3653241}
}

@article{deka2026comprehensive,
  title={Comprehensive Review of Deep Unfolding Techniques for Next-Generation Wireless Communication Systems},
  author={S. Deka and K. Deka and N. T. Nguyen and S. Sharma and V. Bhatia and N. Rajatheva},
  journal={IEEE Internet Things J.},
  year={2026},
  volume={13},
  number={6},
  pages={10379--10406},
  doi={10.1109/JIOT.2026.3652234}
}

@article{zivuku2025resource,
  title={Resource Allocation for {RIS}-Enhanced OFDM-{MIMO} {ISAC} Systems},
  author={P. Zivuku and V.-D. Nguyen and N. T. Nguyen and K. Ntontin and S. Chatzinotas and B. Ottersten},
  journal={IEEE Trans. Commun.},
  year={2025},
  volume={74},
  pages={1777--1792},
  doi={10.1109/TCOMM.2025.3637097}
}

@article{abueida2025signal,
  title={Signal Processing for Cell-Free Massive {MIMO}: Techniques and Trends in Estimation, Detection, and Precoding},
  author={D. Abueida and M. A. Albreem and S. Abdallah and A. A. Salem and S. Shahabuddin and K. Alnajjar and M. Saad and N. T. Nguyen and M. Juntti},
  journal={IEEE Open J. Commun. Society},
  year={2025},
  volume={6},
  pages={9392--9434},
  doi={10.1109/OJCOMS.2025.3625823}
}

@article{nguyen2025energy,
  title={Energy Efficiency for Massive {MIMO} Integrated Sensing and Communication Systems},
  author={Nguyen, Huy T and Nguyen, Van-Dinh and Nguyen, Nhan Thanh and Luong, Nguyen Cong and Bao, Vo-Nguyen Quoc and Ngo, Hien Quoc and Niyato, Dusit and Chatzinotas, Symeon},
  journal={IEEE J. Sel. Areas Commun.},
  volume={44},
  pages={165--180},
  year={2025},
  publisher={IEEE},
  doi={10.1109/JSAC.2025.3610821}
}

@article{zakeri2025dynamic,
  title={Dynamic Joint Communications and Sensing Precoding Design: {A Lyapunov} Approach},
  author={Zakeri, Abolfazl and Nguyen, Nhan Thanh and Alkhateeb, Ahmed and Juntti, Markku},
  journal={IEEE Wireless Commun. Lett.},
  volume={14},
  number={11},
  pages={3779--3783},
  year={2025},
  doi={10.1109/LWC.2025.3604056}
}

@article{ma2025digital,
  title={Digital and Hybrid Precoding Designs in Massive {MIMO} with Low-Resolution {ADCs}},
  author={Ma, Mengyuan and Nguyen, Nhan Thanh and Atzeni, Italo and Swindlehurst, A Lee and Juntti, Markku},
  journal={IEEE Wireless Commun. Lett.},
  volume={14},
  number={8},
  pages={2446--2450},
  year={2025},
  publisher={IEEE},
  doi={10.1109/LWC.2025.3572281}
}

@article{ma2025joint,
  title={Joint beamforming design and bit allocation in massive {MIMO} with resolution-adaptive {ADCs}},
  author={Ma, Mengyuan and Nguyen, Nhan Thanh and Atzeni, Italo and Juntti, Markku},
  journal={IEEE Trans. Wireless Commun.},
  volume={24},
  number={10},
  pages={8711--8726},
  year={2025},
  publisher={IEEE},
  doi={10.1109/TWC.2025.3568590}
}

@article{nguyen2025performance,
  title={Performance analysis and power allocation for massive {MIMO ISAC} systems},
  author={Nguyen, Nhan Thanh and Nguyen, Van-Dinh and Nguyen, Hieu V and Ngo, Hien Quoc and Swindlehurst, A Lee and Juntti, Markku},
  journal={IEEE Trans. Signal Process.},
  volume={73},
  pages={1691--1707},
  year={2025},
  publisher={IEEE},
  doi={10.1109/TSP.2025.3554012}
}

@article{egashira2024secure,
  title={Secure mmWave {MIMO} Networks Employing Hybrid Active-Passive {RIS}},
  author={Egashira, Edson Nobuyuki and Osorio, Diana Pamela Moya and Nguyen, Nhan Thanh and Juntti, Markku},
  journal={IEEE Trans. Commun.},
  volume={73},
  number={11},
  pages={12161--12173},
  year={2024},
  publisher={IEEE},
  doi={10.1109/TCOMM.2024.3490495}
}

@article{nguyen2024joint,
  title={Joint communications and sensing hybrid beamforming design via deep unfolding},
  author={Nguyen, Nhan Thanh and Nguyen, Ly V and Shlezinger, Nir and Eldar, Yonina C and Swindlehurst, A Lee and Juntti, Markku},
  journal={IEEE J. Sel. Topics Signal Process.},
  volume={18},
  number={5},
  pages={901--916},
  year={2024},
  publisher={IEEE},
  doi={10.1109/JSTSP.2024.3463403}
}

@article{ma2024switch,
  title={Switch-based hybrid beamforming transceiver design for wideband communications with beam squint},
  author={Ma, Mengyuan and Nguyen, Nhan Thanh and Juntti, Markku},
  journal={IEEE Trans. Veh. Technol.},
  volume={74},
  number={2},
  pages={2840--2855},
  year={2024},
  publisher={IEEE},
  doi={10.1109/TVT.2024.3470530}
}

@article{bilbao2024deep,
  title={Deep unfolding-powered analog beamforming for in-band full-duplex},
  author={Bilbao, I{\~n}igo and Iradier, Eneko and Montalb{\'a}n, Jon and Angueira, Pablo and Nguyen, Nhan Thanh and Juntti, Markku},
  journal={IEEE Open J. Commun. Society},
  volume={5},
  pages={3753--3761},
  year={2024},
  publisher={IEEE},
  doi={10.1109/OJCOMS.2024.3417349}
}

@article{shlezinger2024artificial,
  title={Artificial intelligence-empowered hybrid multiple-input/multiple-output beamforming: {L}earning to optimize for high-throughput scalable {MIMO}},
  author={Shlezinger, Nir and Ma, Mengyuan and Lavi, Ortal and Nguyen, Nhan Thanh and Eldar, Yonina C and Juntti, Markku},
  journal={IEEE Veh. Technol. Mag.},
  volume={19},
  number={3},
  pages={58--67},
  year={2024},
  publisher={IEEE},
  doi={10.1109/MVT.2024.3396927}
}

@article{nguyen2024fairness,
  title={Fairness enhancement of {UAV} systems with hybrid active-passive {RIS}},
  author={Nguyen, Nhan Thanh and Nguyen, Van-Dinh and Van Nguyen, Hieu and Wu, Qingqing and T{\"o}lli, Antti and Chatzinotas, Symeon and Juntti, Markku},
  journal={IEEE Trans. Wireless Commun.},
  volume={23},
  number={5},
  pages={4379--4396},
  year={2024}, month={may},
  publisher={IEEE},
  doi={10.1109/TWC.2023.3317934}
}

@article{nguyen2023network,
  title={Network-aided intelligent traffic steering in {6G O-RAN: A} multi-layer optimization framework},
  author={Nguyen, Van-Dinh and Vu, Thang X and Nguyen, Nhan Thanh and Nguyen, Dinh C and Juntti, Markku and Luong, Nguyen Cong and Hoang, Dinh Thai and Nguyen, Diep N and Chatzinotas, Symeon},
  journal={IEEE J. Sel. Areas Commun.},
  volume={42},
  number={2},
  pages={389--405},
  year={2023},
  publisher={IEEE},
  doi={10.1109/JSAC.2023.3336183}
}

@article{nguyen2023deep,
  title={Deep unfolding hybrid beamforming designs for {THz} massive {MIMO} systems},
  author={Nguyen, Nhan Thanh and Ma, Mengyuan and Lavi, Ortal and Shlezinger, Nir and Eldar, Yonina C and Swindlehurst, A Lee and Juntti, Markku},
  journal={IEEE Trans. Signal Process.},
  volume={71},
  pages={3788--3804},
  year={2023},
  publisher={IEEE},
  doi={10.1109/TSP.2023.3322852}
}

@article{nguyen2023multiuser,
  title={Multiuser {MIMO} wideband joint communications and sensing system with subcarrier allocation},
  author={Nguyen, Nhan Thanh and Shlezinger, Nir and Eldar, Yonina C and Juntti, Markku},
  journal={IEEE Trans. Signal Process.},
  volume={71},
  pages={2997--3013},
  year={2023},
  publisher={IEEE},
  doi={10.1109/TSP.2023.3302622}
}

@article{nguyen2022spectral,
  title={Spectral efficiency analysis of hybrid relay-reflecting intelligent surface-assisted cell-free massive {MIMO} systems},
  author={Nguyen, Nhan Thanh and Nguyen, Van-Dinh and Van Nguyen, Hieu and Ngo, Hien Quoc and Chatzinotas, Symeon and Juntti, Markku},
  journal={IEEE Trans. Wireless Commun.},
  volume={22},
  number={5},
  pages={3397--3416},
  year={2022},
  publisher={IEEE},
  doi={10.1109/TWC.2022.3217828}
}

@article{nguyen2022leveraging,
  title={Leveraging deep neural networks for massive {MIMO} data detection},
  author={Nguyen, Ly V and Nguyen, Nhan T and Tran, Nghi H and Juntti, Markku and Swindlehurst, A Lee and Nguyen, Duy HN},
  journal={IEEE Wireless Commun.},
  volume={30},
  number={1},
  pages={174--180},
  year={2022},
  publisher={IEEE},
  doi={10.1109/MWC.013.2100652}
}

@article{shojaeifard2022mimo,
  title={MIMO evolution beyond 5G through reconfigurable intelligent surfaces and fluid antenna systems},
  author={Shojaeifard, Arman and Wong, Kai-Kit and Tong, Kin-Fai and Chu, Zhiyuan and Mourad, Alain and Haghighat, Afshin and Hemadeh, Ibrahim and Nguyen, Nhan Thanh and Tapio, Visa and Juntti, Markku},
  journal={Proc. IEEE},
  volume={110},
  number={9},
  pages={1244--1265},
  year={2022},
  publisher={IEEE},
  doi={10.1109/JPROC.2022.3170247}
}

@article{nguyen2022hybrid,
  title={Hybrid beamforming and adaptive {RF} chain activation for uplink cell-free millimeter-wave massive {MIMO} systems},
  author={Nguyen, Nhan Thanh and Lee, Kyungchun and Dai, Huaiyu},
  journal={IEEE Trans. Veh. Technol.},
  volume={71},
  number={8},
  pages={8739--8755},
  year={2022},
  publisher={IEEE},
  doi={10.1109/TVT.2022.3176389}
}

@article{nguyen2022hybrid,
  title={Hybrid relay-reflecting intelligent surface-assisted wireless communications},
  author={Nguyen, Nhan Thanh and Vu, Quang-Doanh and Lee, Kyungchun and Juntti, Markku},
  journal={IEEE Trans. Veh. Technol.},
  volume={71},
  number={6},
  pages={6228--6244},
  year={2022},
  publisher={IEEE},
  doi={10.1109/TVT.2022.3158686}
}

@article{nguyen2021application,
  title={Application of deep learning to sphere decoding for large {MIMO} systems},
  author={Nguyen, Nhan Thanh and Lee, Kyungchun and DaiIEEE, Huaiyu},
  journal={IEEE Trans. Wireless Commun.},
  volume={20},
  number={10},
  pages={6787--6803},
  year={2021},
  publisher={IEEE},
  doi={10.1109/TWC.2021.3076527}
}

@article{pham2021intelligent,
  title={Intelligent radio signal processing: {A} survey},
  author={Pham, Quoc-Viet and Nguyen, Nhan Thanh and Huynh-The, Thien and Le, Long Bao and Lee, Kyungchun and Hwang, Won-Joo},
  journal={IEEE Access},
  volume={9},
  pages={83818--83850},
  year={2021},
  publisher={IEEE},
  doi={10.1109/ACCESS.2021.3087136}
}

@article{gadiel2021dynamic,
  title={Dynamic unequally sub-connected hybrid beamforming architecture for massive {MIMO} systems},
  author={Gadiel, Godwin Mruma and Nguyen, Nhan Thanh and Lee, Kyungchun},
  journal={IEEE Trans. Veh. Technol.},
  volume={70},
  number={4},
  pages={3469--3478},
  year={2021},
  publisher={IEEE},
  doi={10.1109/TVT.2021.3064951}
}

@article{nguyen2020deep,
  title={Deep learning-aided tabu search detection for large {MIMO} systems},
  author={Nguyen, Nhan Thanh and Lee, Kyungchun},
  journal={IEEE Trans. Wireless Commun.},
  volume={19},
  number={6},
  pages={4262--4275},
  year={2020},
  publisher={IEEE},
  doi={10.1109/TWC.2020.2981919}
}

@article{nguyen2020unequally,
  title={Unequally sub-connected architecture for hybrid beamforming in massive {MIMO} systems},
  author={Nguyen, Nhan Thanh and Lee, Kyungchun},
  journal={IEEE Trans. Wireless Commun.},
  volume={19},
  number={2},
  pages={1127--1140},
  year={2020},
  month={feb},
  publisher={IEEE},
  doi={10.1109/TWC.2019.2951174}
}

@article{nguyen2020groupwise,
  title={Groupwise neighbor examination for tabu search detection in large {MIMO} systems},
  author={Nguyen, Nhan Thanh and Lee, Kyungchun},
  journal={IEEE Trans. Veh. Technol.},
  volume={69},
  number={1},
  pages={1136--1140},
  year={2020},
  month={jan},
  publisher={IEEE},
  doi={10.1109/TVT.2019.2953635}
}

@article{nguyen2019qr,
  title={QR-decomposition-aided tabu search detection for large {MIMO} systems},
  author={Nguyen, Nhan Thanh and Lee, Kyungchun and Dai, Huaiyu},
  journal={IEEE Trans. Veh. Technol.},
  volume={68},
  number={5},
  pages={4857--4870},
  year={2019},
  publisher={IEEE},
  doi={10.1109/TVT.2019.2905642}
}

@article{nguyen2018coverage,
  title={Coverage and cell-edge sum-rate analysis of mmWave massive {MIMO} systems with {ORP} schemes and {MMSE} receivers},
  author={Nguyen, Nhan Thanh and Lee, Kyungchun},
  journal={IEEE Trans. Signal Process.},
  volume={66},
  number={20},
  pages={5349--5363},
  year={2018},
  publisher={IEEE},
  doi={10.1109/TSP.2018.2868287}
}

@article{nguyen2017cell,
  title={Cell coverage extension with orthogonal random precoding for massive {MIMO} systems},
  author={Nguyen, Nhan Thanh and Lee, Kyungchun},
  journal={IEEE Access},
  volume={5},
  pages={5410--5424},
  year={2017},
  publisher={IEEE},
  doi={10.1109/ACCESS.2017.2693023}
}

@inproceedings{zakeri2026resourceefficient,
  title={Resource-Efficient {WiFi} {CSI} Sensing Via Exploiting the Age of Samples},
  author={A. Zakeri and N. T. Nguyen and M. Juntti},
  booktitle={IEEE Integrated Sensing and Communication Conference (ISAC)},
  year={2026}
}

@inproceedings{ma2026lightweight,
  title={Lightweight Vision-Aided Beam Tracking for Cross-Environment mmWave Communications},
  author={M. Ma and A. Alkhateeb and N. T. Nguyen and A. L. Swindlehurst and M. Juntti},
  booktitle={IEEE Integrated Sensing and Communication Conference (ISAC)},
  year={2026}
}

@inproceedings{mendezmonsanto2026lowambiguity,
  title={Low-Ambiguity {5G} {NR}-Compatible Pilot Design for Multi-Domain Channel Estimation in {ISAC}},
  author={L. Mendez-Monsanto and K. C.-Hu and M. J. F.-G. Garcia and A. G. Armada and N. T. Nguyen and M. Juntti},
  booktitle={IEEE Integrated Sensing and Communication Conference (ISAC)},
  year={2026}
}

@inproceedings{hatami2026beamforming,
  title={Beamforming vs. Waveform Design in {ISAC}: Is Linear Beamforming Sufficient?},
  author={M. Hatami and N. T. Nguyen and M. Juntti},
  booktitle={IEEE Integrated Sensing and Communication Conference (ISAC)},
  year={2026}
}

@inproceedings{prasad2026lowcomplexity,
  title={Low-Complexity Dynamic Deep Unfolding for {ISAC} Beamforming},
  author={S. Prasad and N. T. Nguyen and M. Juntti},
  booktitle={IEEE Integrated Sensing and Communication Conference (ISAC)},
  year={2026}
}

@inproceedings{tran2026deepunfolded,
  title={Deep-Unfolded Accelerated Projected Gradient for Energy-Efficient Cell-Free Massive {MIMO}},
  author={P. N. Tran and N. T. Nguyen and H. Q. Ngo and M. Juntti},
  booktitle={Proc. {IEEE} Global Commun. Conf.},
  year={2026}
}

@inproceedings{tavakolian2026beamforming,
  title={Beamforming Design Via {GNN} in mmWave Cell-Free Massive {MIMO} Using Sub-6 GHz {CSI}},
  author={S. Tavakolian and A. Zaker and A. Alkhateeb and M. Juntti and N. T. Nguyen},
  booktitle={Proc. {IEEE} Works. on Sign. Proc. Adv. in Wirel. Comms.},
  year={2026}
}

@inproceedings{hassam2026dynamic,
  title={Dynamic Multimodal Sensing-Aided Beam Prediction Via Deep Reinforcement Learning},
  author={M. Hassam and A. Zakeri and M. Ma and A. Alkhateeb and N. T. Nguyen},
  booktitle={Proc. {IEEE} Works. on Sign. Proc. Adv. in Wirel. Comms.},
  year={2026}
}

@inproceedings{ma2026knowledge,
  title={Knowledge Distillation for Lightweight Multimodal Sensing-Aided mmWave Beam Tracking},
  author={M. Ma and I. Welgamage and A. Alkhateeb and A. L. Swindlehurst and M. Juntti and N. T. Nguyen},
  booktitle={Proc. {IEEE} Works. on Sign. Proc. Adv. in Wirel. Comms.},
  year={2026}
}

@inproceedings{hatami2026beamforminga,
  title={Beamforming and Filter Design for Bistatic {ISAC} Under Known and Unknown Transmit Symbols},
  author={M. Hatami and N. T. Nguyen and M. Juntti},
  booktitle={Proc. {IEEE} Works. on Sign. Proc. Adv. in Wirel. Comms.},
  year={2026}
}

@inproceedings{lin2026wireless,
  title={Wireless Digital Twin Construction Using Multi-Modal Sensory Data},
  author={K. Lin and H. Luo and N. T. Nguyen and A. Alkhateeb},
  booktitle={International Conference on Computer Communications and Networks (ICCCN)},
  year={2026},
  doi={10.1109/ICCCN69946.2026.11662575}
}

@inproceedings{zakeri2026aoiaware,
  title={AoI-Aware Machine Learning for Constrained Multimodal Sensing-Aided Communications},
  author={A. Zakeri and N. T. Nguyen and A. Alkhateeb and M. Juntti},
  booktitle={Proc. {IEEE} Int. Conf. Commun.},
  year={2026},
  doi={10.1109/ICC59461.2026.11586950}
}

@inproceedings{tran2026deep,
  title={Deep Reinforcement Learning-Based Dynamic Resource Allocation in Cell-Free Massive {MIMO}},
  author={P. Tran and N. T. Nguyen and H. Q. Ngo and M. Juntti},
  booktitle={Proc. {IEEE} Int. Conf. Commun.},
  year={2026},
  doi={10.1109/ICC59461.2026.11586919}
}

@inproceedings{fang2026trihybrida,
  title={Tri-Hybrid Beamforming Design for Integrated Sensing and Communications},
  author={T. Fang and M. Ma and N. T. Nguyen and M. Juntti},
  booktitle={Proc. {IEEE} Int. Conf. Acoust., Speech, Signal Processing},
  year={2026},
  doi={10.1109/ICASSP55912.2026.11464134}
}

@inproceedings{zakeri2026deep,
  title={Deep Reinforcement Learning for Dynamic Sensing and Communications},
  author={A. Zakeri and N. T. Nguyen and A. Alkhateeb and M. Juntti},
  booktitle={Proc. {IEEE} Int. Conf. Acoust., Speech, Signal Processing},
  year={2026},
  doi={10.1109/ICASSP55912.2026.11464189}
}

@inproceedings{tavakolian2026knowledge,
  title={Knowledge Distillation for mmWave Beam Prediction Using Sub-6 GHz Channels},
  author={S. Tavakolian and N. T. Nguyen and A. Alkhateeb and M. Juntti},
  booktitle={Proc. {IEEE} Int. Conf. Acoust., Speech, Signal Processing},
  year={2026},
  doi={10.1109/ICASSP55912.2026.11461506}
}

@inproceedings{ma2026attention,
  title={Attention-Enhanced Learning for Sensing-Assisted Long-Term Beam Tracking in {mmWave} Communications},
  author={Ma, Mengyuan and Nguyen, Nhan Thanh and Shlezinger, Nir and Eldar, Yonina C and Juntti, Markku},
  booktitle={Proc. {IEEE} Int. Conf. Acoust., Speech, Signal Processing},
  year={2026},
  eprint={2509.11725},
  archivePrefix={arXiv},
  doi={10.1109/ICASSP55912.2026.11461677}
}

@inproceedings{charan2025advancing,
  title={Advancing Vision-Aided Beam Prediction: Knowledge Distillation Meets Active Learning},
  author={G. Charan and N. T. Nguyen and A. Alkhateeb},
  booktitle={IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing (CAMSAP)},
  year={2025},
  doi={10.1109/CAMSAP66162.2025.11423956}
}

@inproceedings{nguyen2025energy,
  title={Energy Efficiency Maximization for {RIS}-Aided Integrated Sensing and Communication},
  author={H. T. Nguyen and T.-H. Nguyen and Vo N. Q. B. and V.-D. Nguyen and N. T. Nguyen},
  booktitle={RIVF International Conference on Computing and Communication Technologies},
  year={2025},
  doi={10.1109/RIVF68649.2025.11365077}
}

@inproceedings{nguyen2025maxmin,
  title={Max-Min Rate Optimization for Reconfigurable Intelligent Surfaces Aided {ISAC} Systems},
  author={H. T. Nguyen and N. T. Nguyen and Nguyen C. L. and T.-H. Nguyen and Vo N. Q. B.},
  booktitle={24th International Symposium on Communications and Information Technologies (ISCIT)},
  year={2025},
  doi={10.1109/ISCIT67082.2025.11231727}
}

@inproceedings{zaker2025constrained,
  title={Constrained Multimodal Sensing-Aided Communications: A Dynamic Beamforming Design},
  author={A. Zaker and N. T. Nguyen and A. Alkhateeb and M. Juntti},
  booktitle={Proc. {IEEE} Global Commun. Conf.},
  year={2025},
  doi={10.1109/GLOBECOM59602.2025.11431812}
}

@inproceedings{tran2025deep,
  title={Deep Reinforcement Learning for Hybrid {RIS} Assisted {MIMO} Communications},
  author={P. Tran and N. T. Nguyen and M. Juntti},
  booktitle={Proc. Annual Asilomar Conf. Signals, Syst., Comp.},
  year={2025},
  doi={10.1109/IEEECONF67917.2025.11443798}
}

@inproceedings{nguyen2025hybrid,
  title={Hybrid {RIS}-Aided Wireless Communications},
  author={N. T. Nguyen and M. Juntti},
  booktitle={International Symposium on Antennas and Propagation (ISAP)},
  year={2025},
  doi={10.23919/ISAP63122.2025.11361681}
}

@inproceedings{raza2025deep,
  title={Deep Unfolding of Atomic Norm Minimization for {DoA} Estimation},
  author={Raza, Ali and Nguyen, Nhan Thanh and Juntti, Markku},
  booktitle={IEEE 26th International Workshop on Signal Processing and Artificial Intelligence for Wireless Communications (SPAWC)},
  pages={1--5},
  year={2025},
  doi={10.1109/SPAWC66079.2025.11143326}
}

@inproceedings{uniyal2025outage,
  title={Outage and Capacity Analysis of {HRIS}-Aided {RSMA} Systems},
  author={Uniyal, Smriti and Nguyen, Nhan Thanh and Kumar, Guddu and Juntti, Markku},
  booktitle={2025 IEEE 26th International Workshop on Signal Processing and Artificial Intelligence for Wireless Communications (SPAWC)},
  pages={1--5},
  year={2025},
  doi={10.1109/SPAWC66079.2025.11143254}
}

@inproceedings{tavakolian2025sparse,
  title={Sparse Semantic Encoding for Reduced Data Load in Vision-Position Aided {mmWave} Beam Prediction},
  author={Tavakolian, Sina and Nguyen, Nhan and Juntti, Markku},
  booktitle={2025 16th German Microwave Conference (GeMiC)},
  pages={514--517},
  year={2025},
  doi={10.23919/GEMIC64734.2025.10979188}
}

@inproceedings{hatami2025energy,
  title={Energy Efficient Waveform Design and Subcarrier Allocation for Multicarrier {MIMO JCAS}},
  author={Hatami, Mohammad and Nguyen, Nhan Thanh and Juntti, Markku},
  booktitle={2025 IEEE Wireless Communications and Networking Conference (WCNC)},
  pages={1--6},
  year={2025},
  doi={10.1109/WCNC61545.2025.10978567}
}

@inproceedings{ma2025hybrid,
  title={Hybrid receiver design for massive {MIMO-OFDM} with low-resolution {ADCs} and oversampling},
  author={Ma, Mengyuan and Nguyen, Nhan Thanh and Atzeni, Italo and Juntti, Markku},
  booktitle={2025 IEEE Wireless Communications and Networking Conference (WCNC)},
  pages={1--6},
  year={2025},
  doi={10.1109/WCNC61545.2025.10978435}
}

@inproceedings{uniyal2025sum,
  title={Sum Rate and {C}ram{\'e}r-{Rao} Lower Bound Analysis for {RIS}-Assisted Multiuser Large-Antenna {ISAC}},
  author={Uniyal, Smriti and Nguyen, Nhan Thanh and Kumar, Guddu and Di Renzo, Marco and Juntti, Markku},
  booktitle={2025 IEEE Wireless Communications and Networking Conference (WCNC)},
  pages={1--6},
  year={2025},
  doi={10.1109/WCNC61545.2025.10978368}
}

@inproceedings{ma2025model,
  title={Model-Based Machine Learning for Max-Min Fairness Beamforming Design in {JCAS} Systems},
  author={Ma, Mengyuan and Fang, Tianyu and Shlezinger, Nir and Swindlehurst, AL and Juntti, Markku and Nguyen, Nhan},
  booktitle={ICASSP 2025-2025 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)},
  pages={1--5},
  year={2025},
  doi={10.1109/ICASSP49660.2025.10889425}
}

@inproceedings{fang2025low,
  title={Low-complexity {C}ram{\'e}r-{Rao} lower bound and sum rate optimization in {ISAC} systems},
  author={Fang, Tianyu and Nguyen, Nhan Thanh and Juntti, Markku},
  booktitle={ICASSP 2025-2025 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)},
  pages={1--5},
  year={2025},
  doi={10.1109/ICASSP49660.2025.10888351}
}

@inproceedings{phan2025ml,
  title={ML-Assisted {RIS} for {ISAC} Systems: {I}nitial Results in the {6G} Study Band},
  author={Phan, Duy Tung and Nguyen, Quoc Duy and Takanen, Niklas and Nguyen, Thanh Nhan and Juntti, Markku and Soh, Ping Jack},
  booktitle={2025 19th European Conference on Antennas and Propagation (EuCAP)},
  pages={1--5},
  year={2025},
  doi={10.23919/EUCAP63536.2025.10999385}
}

@inproceedings{nguyen2025deep,
  title={Deep Unfolding-Empowered mmWave Massive {MIMO} Joint Communications and Sensing},
  author={Nguyen, Nhan Thanh and Nguyen, Ly V and Shlezinger, Nir and Eldar, Yonina C and Swindlehurst, A Lee and Juntti, Markku},
  booktitle={2025 IEEE 5th International Symposium on Joint Communications \& Sensing (JC\&S)},
  pages={1--6},
  year={2025},
  doi={10.1109/JCS64661.2025.10880627}
}

@INPROCEEDINGS{10880646,
  author={Hatami, Mohammad and Nguyen, Nhan Thanh and Juntti, Markku},
  booktitle={2025 IEEE 5th International Symposium on Joint Communications & Sensing (JC&S)}, 
  title={Joint Waveform Design and Sub-Carrier Allocation for Multiuser {MIMO ISAC}}, 
  year={2025},
  volume={},
  number={},
  pages={1-6},
  doi={10.1109/JCS64661.2025.10880646}

@inproceedings{mobaraki2024deep,
  title={Deep Unfolding-Empowered Energy Efficiency Optimization in {RIS}-Assisted Wireless Communications},
  author={Mobaraki, Pouya and T. Nguyen, Nhan and Juntti, Markku},
  booktitle={Proceedings of the 14th International Conference on the Internet of Things},
  pages={238--243},
  year={2024},
  doi={10.1145/3703790.3703830}
}

@inproceedings{uniyal2024outage,
  title={Outage Probability and Capacity Analysis of Active {RIS}-Assisted {UAV RSMA} Communications},
  author={Uniyal, Smriti and Nguyen, Nhan Thanh and Kumar, Guddu and Juntti, Markku},
  booktitle={GLOBECOM 2024-2024 IEEE Global Communications Conference},
  pages={2882--2887},
  year={2024},
  doi={10.1109/GLOBECOM52923.2024.10901541}
}

@inproceedings{nguyen2024multi,
  title={Multi-Static Cell-Free Massive {MIMO ISAC}: {P}erformance Analysis and Power Allocation},
  author={Nguyen, Nhan Thanh and Fang, Tianyu and Ngo, Hien Quoc and Juntti, Markku},
  booktitle={2024 58th Asilomar Conference on Signals, Systems, and Computers},
  pages={647--652},
  year={2024},
  doi={10.1109/IEEECONF60004.2024.10942860}
}

@inproceedings{fang2024beamforming,
  title={Beamforming design for max-min fairness performance balancing in {ISAC} systems},
  author={Fang, Tianyu and Nguyen, Nhan Thanh and Juntti, Markku},
  booktitle={2024 IEEE 25th International Workshop on Signal Processing Advances in Wireless Communications (SPAWC)},
  pages={336--340},
  year={2024},
  doi={10.1109/SPAWC60668.2024.10694453}
}

@inproceedings{hatami2024waveform,
  title={Waveform design for multi-carrier multiuser {MIMO} joint communications and sensing},
  author={Hatami, Mohammad and Nguyen, Nhan and Juntti, Markku},
  booktitle={2024 IEEE 25th International Workshop on Signal Processing Advances in Wireless Communications (SPAWC)},
  pages={346--350},
  year={2024},
  doi={10.1109/SPAWC60668.2024.10694180}
}

@inproceedings{gian2024wilhpe,
  title={WiLHPE: WiFi-enabled Lightweight Channel Frequency Dynamic Convolution for {HPE} Tasks},
  author={Gian, Toan D and Nguyen, Tien-Hoa and Nguyen, Nhan Thanh and Nguyen, Van-Dinh},
  booktitle={2024 Tenth International Conference on Communications and Electronics (ICCE)},
  pages={516--521},
  year={2024},
  doi={10.1109/ICCE62051.2024.10634628}
}

@inproceedings{bilbao2024physical,
  title={Physical Layer Security Beamforming Design via Deep Unfolding},
  author={Bilbao, I{\~n}igo and Nguyen, Nhan T and Osorio, Diana P Moya and Tapio, Visa and Juntti, Markku and Iradier, Eneko and Montalb{\'a}n, Jon and Angueira, Pablo},
  booktitle={2024 IEEE International Mediterranean Conference on Communications and Networking (MeditCom)},
  pages={251--256},
  year={2024},
  doi={10.1109/MeditCom61057.2024.10621251}
}

@inproceedings{nguyen2024massive,
  title={Massive {MIMO} joint communications and sensing with {MRT} beamforming},
  author={Nguyen, Nhan T and Nguyen, V-Dinh and Nguyen, Hieu V and Ngo, Hien Q and Swindlehurst, AL and Juntti, Markku},
  booktitle={2024 IEEE Radar Conference (RadarConf24)},
  pages={1--6},
  year={2024},
  doi={10.1109/RadarConf2458775.2024.10549340}
}

@inproceedings{krishnananthalingam2024constant,
  title={Constant modulus waveform design for wideband multicarrier joint communications and sensing via deep unfolding},
  author={Krishnananthalingam, Prashanth and Nguyen, Nhan Thanh and Juntti, Markku},
  booktitle={2024 IEEE Wireless Communications and Networking Conference (WCNC)},
  pages={1--6},
  year={2024},
  doi={10.1109/WCNC57260.2024.10571059}
}

@inproceedings{nguyen2023enabling,
  title={Enabling Intelligent Traffic Steering in A Hierarchical Open Radio Access Network},
  author={Nguyen, Van-Dinh and Vu, Thang X and Nguyen, Nhan Thanh and Nguyen, Dinh C and Juntti, Markku and Luong, Nguyen Cong and Hoang, Dinh Thai and Nguyen, Diep N and Chatzinotas, Symeon},
  booktitle={GLOBECOM 2023-2023 IEEE Global Communications Conference},
  pages={5232--5237},
  year={2023},
  doi={10.1109/GLOBECOM54140.2023.10437249}
}

@inproceedings{nguyen2023fast,
  title={Fast deep unfolded hybrid beamforming in multiuser large {MIMO} systems},
  author={Nguyen, Nhan Thanh and Van Nguyen, Ly and Shlezinger, Nir and Swindlehurst, A Lee and Juntti, Markku},
  booktitle={2023 57th Asilomar Conference on Signals, Systems, and Computers},
  pages={486--490},
  year={2023},
  doi={10.1109/IEEECONF59524.2023.10476967}
}

@inproceedings{ma2023analysis,
  title={Analysis of oversampling in uplink massive {MIMO-OFDM} with low-resolution {ADCs}},
  author={Ma, Mengyuan and Nguyen, Nhan Thanh and Atzeni, Italo and Juntti, Markku},
  booktitle={2023 IEEE 24th International Workshop on Signal Processing Advances in Wireless Communications (SPAWC)},
  pages={626--630},
  year={2023},
  doi={10.1109/SPAWC53906.2023.10304436}
}

@inproceedings{nguyen2023joint,
  title={Joint communications and sensing design for multi-carrier {MIMO} systems},
  author={Nguyen, Nhan Thanh and Shlezinger, Nir and Ngo, Khac-Hoang and Nguyen, Van-Dinh and Juntti, Markku},
  booktitle={2023 IEEE Statistical Signal Processing Workshop (SSP)},
  pages={110--114},
  year={2023},
  doi={10.1109/SSP53291.2023.10207952}
}

@inproceedings{nguyen2023deep,
  title={Deep unfolding-enabled hybrid beamforming design for {mmWave} massive {MIMO} systems},
  author={Nguyen, Nhan and Ma, Mengyuan and Shlezinger, Nir and Eldar, Yonina C and Swindlehurst, A Lee and Juntti, Markku},
  booktitle={ICASSP 2023-2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)},
  pages={1--5},
  year={2023},
  doi={10.1109/ICASSP49357.2023.10096658}
}

@inproceedings{ma2023beam,
  title={Beam squint analysis and mitigation via hybrid beamforming design in {THz} communications},
  author={Ma, Mengyuan and Nguyen, Nhan Thanh and Juntti, Markku},
  booktitle={ICC 2023-IEEE International Conference on Communications},
  pages={6486--6491},
  year={2023},
  doi={10.1109/ICC45041.2023.10279725}
}

@inproceedings{nguyen2022beam,
  title={Beam squint effects in {THz} communications with {UPA and ULA: C}omparison and hybrid beamforming design},
  author={Nguyen, Nhan Thanh and Kokkoniemi, Joonas and Juntti, Markku},
  booktitle={2022 IEEE Globecom Workshops (GC Wkshps)},
  pages={1754--1759},
  year={2022},
  doi={10.1109/GCWkshps56602.2022.10008487}
}

@inproceedings{nguyen2022hybrid,
  title={Hybrid active-passive reconfigurable intelligent surface-assisted {UAV} communications},
  author={Nguyen, Nhan T and Nguyen, V-Dinh and Wu, Qingqing and T{\"o}lli, Antti and Chatzinotas, Symeon and Juntti, Markku},
  booktitle={GLOBECOM 2022-2022 IEEE Global Communications Conference},
  pages={3126--3131},
  year={2022},
  doi={10.1109/GLOBECOM48099.2022.10001719}
}

@inproceedings{nguyen2022hybrid,
  title={Hybrid active-passive reconfigurable intelligent surface-assisted multi-user {MISO} systems},
  author={Nguyen, Nhan T and Nguyen, V-Dinh and Wu, Qingqing and T{\"o}lli, Antti and Chatzinotas, Symeon and Juntti, Markku},
  booktitle={2022 IEEE 23rd International Workshop on Signal Processing Advances in Wireless Communication (SPAWC)},
  pages={1--5},
  year={2022},
  doi={10.1109/SPAWC51304.2022.9833956}
}

@inproceedings{nguyen2022downlink,
  title={Downlink throughput of cell-free massive {MIMO} systems assisted by hybrid relay-reflecting intelligent surfaces},
  author={Nguyen, Nhan T and Nguyen, V and Nguyen, Hieu V and Ngo, Hien Q and Chatzinotas, Symeon and Juntti, Markku and others},
  booktitle={ICC 2022: IEEE International Conference on Communications},
  year={2022},
  organization={Institute of Electrical and Electronics Engineers},
  doi={10.1109/ICC45855.2022.9838672}
}

@inproceedings{egashira2022secrecy,
  title={Secrecy capacity maximization for a hybrid relay-{RIS} scheme in {mmWave MIMO} networks},
  author={Egashira, Edson Nobuyuki and Osorio, Diana Pamela Moya and Nguyen, Nhan Thanh and Juntti, Markku},
  booktitle={2022 IEEE 95th Vehicular Technology Conference:(VTC2022-Spring)},
  pages={1--6},
  year={2022},
  doi={10.1109/VTC2022-Spring54318.2022.9860450}
}

@inproceedings{huynh2021densely,
  title={Densely-accumulated convolutional network for accurate {LPI} radar waveform recognition},
  author={Huynh-The, Thien and Pham, Quoc-Viet and Nguyen, Toan-Van and Doan, Van-Sang and Nguyen, Nhan Thanh and da Costa, Daniel Benevides and Kim, Dong-Seong},
  booktitle={2021 IEEE Global Communications Conference (GLOBECOM)},
  pages={1--6},
  year={2021},
  doi={10.1109/GLOBECOM46510.2021.9685642}
}

@inproceedings{ma2021switch,
  title={Switch-based hybrid beamforming for wideband multi-carrier communications},
  author={Ma, Mengyuan and Nguyen, Nhan Thanh and Juntti, Markku},
  booktitle={WSA 2021; 25th International ITG Workshop on Smart Antennas},
  pages={1--6},
  year={2021},
  organization={VDE}
}

@inproceedings{ma2021closed,
  title={Closed-form hybrid beamforming solution for spectral efficiency upper bound maximization in {mmWave MIMO-OFDM} systems},
  author={Ma, Mengyuan and Nguyen, Nhan Thanh and Juntti, Markku},
  booktitle={2021 IEEE 94th Vehicular Technology Conference (VTC2021-Fall)},
  pages={1--5},
  year={2021},
  doi={10.1109/VTC2021-Fall52928.2021.9625163}
}

@inproceedings{ngo2021low,
  title={Low-latency and secure computation offloading assisted by hybrid relay-reflecting intelligent surface},
  author={Ngo, Khac-Hoang and Nguyen, Nhan Thanh and Dinh, Thinh Quang and Hoang, Trong-Minh and Juntti, Markku},
  booktitle={2021 International Conference on Advanced Technologies for Communications (ATC)},
  pages={306--311},
  year={2021},
  doi={10.1109/ATC52653.2021.9598322}
}

@inproceedings{nguyen2021machine,
  title={Machine learning-based reconfigurable intelligent surface-aided {MIMO} systems},
  author={Nguyen, Nhan Thanh and Nguyen, Ly V and Huynh-The, Thien and Nguyen, Duy HN and Swindlehurst, A Lee and Juntti, Markku},
  booktitle={2021 IEEE 22nd International Workshop on Signal Processing Advances in Wireless Communications (SPAWC)},
  pages={101--105},
  year={2021},
  doi={10.1109/SPAWC51858.2021.9593256}
}

@inproceedings{he2021channel,
  title={Channel estimation and hybrid architectures for {RIS}-assisted communications},
  author={He, Jiguang and Nguyen, Nhan Thanh and Schroeder, Rafaela and Tapio, Visa and Kokkoniemi, Joonas and Juntti, Markku},
  booktitle={2021 Joint European Conference on Networks and Communications \& 6G Summit (EuCNC/6G Summit)},
  pages={60--65},
  year={2021},
  doi={10.1109/EuCNC/6GSummit51104.2021.9482600}
}

@inproceedings{nguyen2021spectral,
  title={Spectral efficiency optimization for hybrid relay-reflecting intelligent surface},
  author={Nguyen, Nhan Thanh and Vu, Quang-Doanh and Lee, Kyungchun and Juntti, Markku},
  booktitle={2021 IEEE International Conference on Communications Workshops (ICC Workshops)},
  pages={1--6},
  year={2021},
  doi={10.1109/ICCWorkshops50388.2021.9473487}
}