A programmable diffractive deep neural network based on a digital-coding metasurface array

Deep learning

LeCun, Y., Bengio, Y., & Hinton, G. (2015) · Nature · doi:10.1038/nature14539 · Cited by 84,126

Human-level control through deep reinforcement learning

Mnih, V., Kavukcuoglu, K., Silver, D., Rusu, A. A., Veness, J., Bellemare, M. G., Graves, A., Riedmiller, M., Fidjeland, A. K., Ostrovski, G., et al. (2015) · Nature · doi:10.1038/nature14236 · Cited by 30,357

Deep learning in neural networks: an overview

Schmidhuber, J. (2015) · Neural Networks · doi:10.1016/j.neunet.2014.09.003 · Cited by 18,570

Robust Face Recognition via Sparse Representation

Wright, J. N., Yang, A., Ganesh, A., Sastry, S., & Ma, Y. (2009) · IEEE Transactions on Pattern Analysis and Machine Intelligence · doi:10.1109/tpami.2008.79 · Cited by 9,398

Coding Metamaterials, Digital Metamaterials and Programmable Metamaterials

Cui, T. J., Qi, M. Q., Wan, X., Zhao, J., & Cheng, Q. (2014) · Light: Science & Applications · doi:10.1038/lsa.2014.99 · Cited by 3,801

IEEE Transactions on Pattern Analysis and Machine Intelligence

(2004) · IEEE Transactions on Pattern Analysis and Machine Intelligence · doi:10.1109/tpami.2004.1307293 · Cited by 3,708

Deep learning with coherent nanophotonic circuits

Shen, Y., Harris, N. C., Skirlo, S., Prabhu, M., Baehr-Jones, T., Hochberg, M., Sun, X., Zhao, S., Larochelle, H., Englund, D., et al. (2017) · Nature Photonics · doi:10.1038/nphoton.2017.93 · Cited by 3,340

Recent Trends in Deep Learning Based Natural Language Processing [Review Article]

Young, T., Hazarika, D., Poria, S., & Cambria, E. (2018) · IEEE Computational Intelligence Magazine · doi:10.1109/mci.2018.2840738 · Cited by 2,921

All-optical machine learning using diffractive deep neural networks

Lin, X., Rivenson, Y., Yardimci, N. T., Veli, M., Luo, Y., Jarrahi, M., & Ozcan, A. (2018) · Science · doi:10.1126/science.aat8084 · Cited by 2,568

The practical implementation of artificial intelligence technologies in medicine

He, J., Baxter, S. L., Xu, J., Xu, J., Zhou, X., & Zhang, K. (2019) · Nature Medicine · doi:10.1038/s41591-018-0307-0 · Cited by 2,246

Diffraction Deep Neural Network Based on Huygens' Metasurface for Image Classification

Cui, H., Ju, H., Gao, J., Yu, Y., Gu, W., & Hong, W. (2024) · International Conference on Microwave and Millimeter Wave Technology (ICMMT) · doi:10.1109/icmmt61774.2024.10671658 · Cited by 1

Exploiting Device Nonuniformity: β-Ga₂O₃ Arrays for Integrated Sensing-Computing Bayesian Neural Networks

Liu, Y., Wang, Y., Wang, X., Yang, C., Li, L., Tang, W., & Guo, Y. (2025) · IEEE Transactions on Electron Devices · doi:10.1109/ted.2025.3599823 · Cited by 1

A Low-Cost Instrument for Multidimensional Characterization of Advanced Wireless Communication Technologies

Gounella, R. H., Martins, A., Pepino, V. M., Borges, B. V., & Carmo, J. P. (2023) · Applied Sciences · doi:10.3390/app13116581 · Cited by 1

Low-symmetrical Topological Graphene Metasurfaces with Quantum Valley and Spin Hall Effects

Chen, L., Lan, Z., Wu, X. W., Ma, Q., You, J. W., & Cui, T. J. (2023) · Photonics & Electromagnetics Research Symposium (PIERS) · doi:10.1109/piers59004.2023.10221238 · Cited by 1

Photonic Multiplexing Techniques for Optical Neuromorphic ComputingPreprint

Moss, D. (2022) · Preprints.org · doi:10.20944/preprints202208.0470.v1 · Cited by 1

Photonic multiplexing architectures for optical neuromorphic computationPreprint

Moss, D. (2022) · OSF Preprints (OSF Preprints) · doi:10.31219/osf.io/82mf3 · Cited by 1

An on-chip programmable diffractive deep neural network based on Sb2Se3-incorporated silicon metalinesPreprint

Zarei, S., & Ghazizadeh, A. (2024) · Research Square · doi:10.21203/rs.3.rs-4277216/v1 · Cited by 1

Cascaded metasurfaces for adaptive aberration correction

Zhang, L., & Cui, T. J. (2025) · Opto-Electronic Advances · doi:10.29026/oea.2025.250052 · Cited by 1

Microwave Speech Recognizer Empowered by a Programmable MetasurfacePreprint

Ruan, H., Jiang, S., Zhang, H., Zhao, H., Wang, Z., Hu, S., Ding, J., Cui, T. J., del Hougne, P., & Li, L. (2022) · Research Square · doi:10.21203/rs.3.rs-1682756/v1 · Cited by 1

Emerging Technologies in Intelligent Metasurfaces: Shaping the Future of Wireless Communications

An, J., Debbah, M., Cui, T. J., Chen, Z. N., & Yuen, C. (2024) · arXiv · Cited by 72

Photonic multiplexing methods for optical neuromorphic computingPreprint

Moss, D. (2022) · doi:10.36227/techrxiv.20656833.v1

Photonic multiplexing methods for optical neuromorphic computingPreprint

Moss, D. (2022) · doi:10.36227/techrxiv.20656833

Intelligent regulation and testing of information metamaterials

Feng, Z., Li, Y., Gao, Y., & Ma, Q. (2023) · International Conference on Digital Society and Intelligent Systems (DSInS) · doi:10.1117/12.2673644

Optical micro-phase-shift dropvolume in a diffractive deep neural network

Xiao, Y.-L., Zhang, Z., Li, S., & Zhong, J. (2023) · Optics Letters · doi:10.1364/ol.486384

Multi-diverse metasurfaces for fast wide-angle sensing and through-wall imagingPreprint

Wong, H., Liu, B., Wu, J., & Zhang, Q. (2023) · Research Square · doi:10.21203/rs.3.rs-3132372/v1

Deep Learning-driven Adaptive Metasurface Transmission Focusing

Zhao, J., Lu, H., Zhu, R., Wang, C., & Zheng, B. (2023) · Photonics & Electromagnetics Research Symposium (PIERS) · doi:10.1109/piers59004.2023.10221497

Mobile Platform with Dynamic Optimization of the Pattern in Education in Colleges Through the Perspective of Network Informatization

Wang, X., & Yu, Q. (2023) · International Journal on Recent and Innovation Trends in Computing and Communication · doi:10.17762/ijritcc.v11i6.7739

Instrumento para caracterização multidimensional de metasuperfícies

Gounella, R. H. (2023) · Digital Library of Theses and Dissertations (Universidade de São Paulo) · doi:10.11606/t.18.2023.tde-08112023-102526

A Novel Dual-Polarization Meta-Atom for Both Radiation and 1-Bit Scattering Control

Chen, Y. T., Sun, S., Wang, H. L., & Feng, H. (2023) · IEEE MTT-S International Microwave Workshop Series on Advanced Materials and Processes for RF and THz Applications (IMWS-AMP) · doi:10.1109/imws-amp57814.2023.10381056

Application of Image Recognition Algorithms Based on Deep Learning in the Field of Communication Science

Su, Y. (2023) · International Conference on Integrated Intelligence and Communication Systems (ICIICS) · doi:10.1109/iciics59993.2023.10421121

Modular Ultra-low-power Wireless Networked Metasurface System

Xuan, X., Wu, B., Li, W., Zheng, S., Hui, X., & Zhang, X. (2023) · IEEE Asia-Pacific Conference on Antennas and Propagation · doi:10.1109/apcap59480.2023.10469729

Firing Patterns Transition and Multistability in an Autapse-Rulkov Model

Zhang, P., Deng, Y., Xing, G., & Yuan, F. (2023) · IEEE International Conference on Memristive Computing and Applications (ICMCA) · doi:10.1109/icmca59770.2023.10481276

A Highly Parallelized Signal and Image Recognition Method Based on Spatial Optics

Zhang, Y., Wang, D., Yan, D., Liu, Z., & Wang, K. (2024) · IEEE Transactions on Instrumentation and Measurement · doi:10.1109/tim.2024.3398088

Visual style conversion strategy for visual media based on MGADNN algorithm

Qi, M. (2024) · Journal of Computational Methods in Sciences and Engineering · doi:10.3233/jcm-247194

Phasor-based analysis of a neuromorphic architecture for microwave sensing

Soleimani, A., Forooraghi, K., & Atlasbaf, Z. (2024) · Scientific Reports · doi:10.1038/s41598-024-66156-0

Multiplexing approaches for optical neuromorphic networksPreprint

Moss, D. (2024) · OSF Preprints (OSF Preprints) · doi:10.31219/osf.io/5cwjt

The Brain-controlled Programmable Metasurface Holography

Xiao, Q., Ma, Q., & Cui, T. J. (2024) · Photonics & Electromagnetics Research Symposium (PIERS) · doi:10.1109/piers62282.2024.10618217

Improved Variational Mode Decomposition for Contactless Heartbeat Monitoring

Zhang, J., Li, X., & You, J. W. (2024) · Photonics & Electromagnetics Research Symposium (PIERS) · doi:10.1109/piers62282.2024.10618286

AE-D2NN: Autoencoder in Diffractive Neural Network Form

Feng, P., Zhang, Z., Chong, M., & Tan, Y. (2024) · Photonics & Electromagnetics Research Symposium (PIERS) · doi:10.1109/piers62282.2024.10618502

Multi-Wavelength Binary Optical Diffraction Neural Network

陈, 龙. (2024) · Modeling and Simulation · doi:10.12677/mos.2024.135453

Non-volatile Reconfigurable Digital Optical Diffractive Neural Network Based on Phase Change Material

Hu, Q., Wu, C., Zhao, J., Zeng, R., Zheng, S., & Zhang, M. (2024) · Conference on Lasers and Electro-Optics · doi:10.1364/cleo_si.2024.sf2m.5

Programmable metasurface with amplitude-phase joint modulation based on multi-layer stacking strategy

Yang, H., Yang, J., & Wu, J. (2024) · Optics Communications · doi:10.1016/j.optcom.2024.131152

A Sparse Reconfigurable Intelligence Metasurface

Zhao, M., Cai, X., & Luo, Z. (2024) · doi:10.1109/aces-china62474.2024.10699753

Time Evolution of Orbital Angular Momentum Modes for Deep-Routing Multiplexing Channels

Huang, Z., Wang, P., Chen, J., Xiong, W., Ye, H., Zhou, X., Dong, Z., Fan, D., & Chen, S. (2024) · Engineering · doi:10.1016/j.eng.2024.09.016

Integrated manipulation for surface and spatial wave based on a programmable topological metasurface

Xiao, Q., Ma, Q., & Cui, T. J. (2024) · International Congress on Artificial Materials for Novel Wave Phenomena (Metamaterials) · doi:10.1109/metamaterials62190.2024.10703256

Design of scatterometry with optoelectronic machine learning for discriminating nanohole cross-sectional structure

Sugisaka, J.-I., Hirayama, K., & Yasui, T. (2024) · Journal of the Optical Society of America A · doi:10.1364/josaa.541358

Bidirectional Multifunctional Diffractive Deep Neural Network under Multi-order Alignment

Zhou, H., Chen, J., & Shum, P. P. (2024) · Optoelectronics Global Conference · doi:10.1109/ogc62429.2024.10738771

Optimal design of neural network-based fuzzy predictive control model for recommending educational resources in the context of information technology

Liu, T., Liu, Q., Wang, X., & Yang, Y. (2024) · Journal of Intelligent Systems · doi:10.1515/jisys-2024-0227

Flexible printing paper-based reconfigurable smart metasurfaces

Dong, X., Tan, H. R., Ye, F. J., Su, W. Q., Cui, H. Y., & Chen, L. (2024) · Mechanics of Advanced Materials and Structures · doi:10.1080/15376494.2024.2423061

Prediction of cut-off frequency based on Taguchi artificial neural network framework for designing compact spoof surface plasmon polaritons printed lines

Bharti, B. K., Singh, S. K., & Yadav, A. N. (2024) · AEU - International Journal of Electronics and Communications · doi:10.1016/j.aeue.2024.155589

Digitalization, Communications, and Mobilities

Shaban, A. (2024) · Springer eBooks · doi:10.1007/978-981-97-9278-8_7

Ku-Band High-Efficiency 1-Bit Transmissive Programmable Metasurface

Shi, H., & Wu, R. Y. (2024) · Cross Strait Radio Science and Wireless Technology Conference (CSRSWTC) · doi:10.1109/csrswtc64338.2024.10811521

All-Optical Computing for Super-Resolution Direction of Arrival Estimation

Gao, S., Chen, H., Zhang, H., Sun, Z. Y., Shen, Y., & Lin, X. (2024) · Asia Communications and Photonics Conference · doi:10.1109/acp/ipoc63121.2024.10809945

Research on Music Content Identification and Recommendation Technology Based on Deep Learning

Ping, L. (2025) · Annals of Emerging Technologies in Computing · doi:10.33166/aetic.2025.01.004

Enhancing Learned Image Compression with Gaussian Mixture Models and Deep Neural NetworksPreprint

Zhu, M., Zhao, T., Huang, Z., & Zhou, H. (2025) · Research Square · doi:10.21203/rs.3.rs-6282807/v1

Small-Data Gesture Recognition Using Bending-Sensitive Graphene Strain Sensors and Diffractive Deep Neural Networks

李, 瑾. (2025) · Modeling and Simulation · doi:10.12677/mos.2025.145374

模拟域光计算的通用化与专用化趋势、进展与挑战（特邀）

Shaofu, 徐. X., Sicheng, 易. Y., Yuting, 陈. C., Shaoyang, 张. Z., Hangyu, 史. S., Dun, 蓝. L., Jing, 王. W., Bowen, 马. M., & Weiwen, 邹. Z. (2025) · Acta Optica Sinica · doi:10.3788/aos250917

Frequency‐Multiplexed Parallel Differentiation in Subwavelength Planar Metastructure

Fu, P., Bu, H., & Li, Y. (2025) · Small Structures · doi:10.1002/sstr.202500350

Asymmetric double-layer compact metasurfaces based on phase-progressive diffractive networks

Yang, Y., Azad, F., Huang, Z., Shen, M., & Su, S. (2025) · Optics Communications · doi:10.1016/j.optcom.2025.132376

DANN: Diffractive Acoustic Neural Network for in-sensor computing system target at multi-biomarker diagnosis

He, L., Lin, N., Cui, B., Zhang, X., Zhang, S., & Wang, Z. (2025) · ACM/IEEE Design Automation Conference (DAC) · doi:10.1109/dac63849.2025.11133358

光学感知的技术变革：从编码到计算（特邀）

Caihua, 张. Z., Zheng, 黄. H., Conghe, 王. W., Shukai, 吴. W., Tuo, 李. L., Kejian, 朱. Z., & Hongwei, 陈. C. (2025) · Laser & Optoelectronics Progress · doi:10.3788/lop251303

Design of A High-Performance 3-bit Double-layered Huygens' Metasurface using Pattern-based Iterative Path Generation Algorithm

Wu, J. W., Lin, X. M., Ma, Q., You, J. W., & Zhang, J. (2025) · IEEE MTT-S International Conference on Numerical Electromagnetic and Multiphysics Modeling and Optimization · doi:10.1109/nemo62710.2025.11215557

Dual-function electro-optical modulation for fully hardware-implemented photonic restricted Boltzmann machine

Yang, C., Zhong, C., Zhang, Y., Shen, W., Li, L., & Liu, Y. (2025) · Science China Technological Sciences · doi:10.1007/s11431-025-3061-x

WDNN: Weighted Diffractive Neural Network for Physical-layer RF Signal Processing

Wang, Y., Fu, Y., Pan, H., Hu, Q., Qiu, L., Chen, Y., Xue, G., & Ren, J. (2025) · ACM Annual International Conference on Mobile Computing and Networking (MobiCom) · doi:10.1145/3680207.3765240

Improved spectral filtering of broadband diffractive neural network by loss function engineering

Li, B., Zhu, Y., Fei, J., Gu, M., & Lin, J. (2025) · Holography, Diffractive Optics, and Applications · doi:10.1117/12.3077616

宽幅遥感图像边缘离焦对块压缩重建的影响研究（特邀）

Yanxin, 蔡. C., Xun, 刘. L., & Wei, 李. L. (2025) · ACTA PHOTONICA SINICA · doi:10.3788/gzxb20255409.0954210

光计算技术在智能时代的现状、挑战与未来（特邀）

Zhenzhen, 姜. J., Zijie, 陈. C., Yulong, 黄. H., Jiawei, 顾. G., Chaoyu, 刘. L., & Zihan, 耿. G. (2025) · ACTA PHOTONICA SINICA · doi:10.3788/gzxb20255409.0954208

Multi-Modal Semantic Communication Systems for Sustainability: A Comprehensive Survey

Baghel, S., Das, P., Bhowal, A., & Kshetrimayum, R. S. (2025) · IEEE India Council International Subsections Conference (INDISCON) · doi:10.1109/indiscon66021.2025.11251781

Study on the impact of network training methods on the expressive capabilities of optical diffraction neural networks

Zhang, Y., Feng, Y., Zhang, M., Chen, W., Ma, J., & Xiang, T. (2025) · National Conference on Photonics · doi:10.1117/12.3083394

Torque Ripple Solutions for Double-Stator Switched Reluctance Motors with Single-Tooth Windings through DHO-D2NN Approach

Kumar, R. S., Rajesh, P., Shankar, S. V., & Logeswaran, T. (2025) · Journal of Vibration Engineering & Technologies · doi:10.1007/s42417-025-02179-9

Review of Vector Vortex Light Field Manipulation Technology Based on Metasurfaces

Duan, S., Feng, H., Tian, Y., Zhang, X., Tang, Y., Feng, G., & Zhang, P. (2025) · Journal of Electronic Materials · doi:10.1007/s11664-025-12577-0

On the Mutual Information of Large Stacked Intelligent Metasurfaces Based on Statistical CSI

Papazafeiropoulos, A., Bartsiokas, I. A., Kourtessis, P., Kaklamani, D. I., & Venieris, I. S. (2025) · IEEE International Symposium on Personal, Indoor and Mobile Radio Communications (PIMRC) · doi:10.1109/pimrc62392.2025.11275183

Breakthroughs in large-scale intelligent photonic computing inference

Pan, J., Li, Z., & Qiu, M. (2025) · Chinese Science Bulletin (Chinese Version) · doi:10.1360/csb-2025-0699

Simulation and Analysis of a Stacked Intelligent Metasurface (SIM) Architecture in a Real-World Scenario for 2D DFT Implementation

Abrardo, A., & Toccafondi, A. (2025) · IEEE Radio and Antenna Days of the Indian Ocean (RADIO) · doi:10.1109/radio65825.2025.11296372

Differentiable Optimization Workflow for Large-Aperture Reflective Optical Systems Inspired by Curriculum Learning

Qin, G., Li, B., Li, R., Wang, Y., Zhao, H. B., & Fan, X. (2025) · Photonics · doi:10.3390/photonics13010010

High Operation Density Logic‐Gates for Multi‐Bit Arithmetic Logic Unit Based on Multi‐Region Barrier Modulation Optoelectronic Transistor

Wang, T., Ji, L., Wang, H., Pan, Y., Huang, Z., & Chen, H. (2026) · Advanced Functional Materials · doi:10.1002/adfm.202526772

URLLC Service for Stacked Intelligent Metasurface-Assisted RSMA Systems

Osouli, M., Khonsari, A., Javadi, S., Mili, M. R., Badawy, A., Chatzinotas, S., & Al‐Dhahir, N. (2026) · IEEE Transactions on Vehicular Technology · doi:10.1109/tvt.2026.3663408

Frontiers of intelligent metamaterials and metamaterials intelligence

Wu, N., Qian, C., & Chen, H. (2026) · Chinese Science Bulletin (Chinese Version) · doi:10.1360/csb-2025-5852

Energy-Efficient Maritime Communications via SIM-Equipped UAV: A Joint Optimization Approach

Zhong, X., Lin, B., Pan, H., Ma, W., & Pan, M. (2025) · IEEE International Conference on Communication Technology (ICCT) · doi:10.1109/icct67417.2025.11374158

A Multi-Task Diffractive Neural Network with Interlayer Sequence and Intralayer Rotation Control

Zou, B., Li, Y., Yan, S., Kong, Z., Yu, Z., & You, J. W. (2025) · International Conference on Intelligent Communication, Sensing and Electromagnetics (ICSE) · doi:10.1109/icse68658.2025.11407895

All-Optical Convolutional Neural Network Architecture for Pre-Sensor Computing

Zhang, C., Li, R., Huang, Z., Wang, C., Wu, S., Zhu, K., & Chen, H. (2025) · Photonics & Electromagnetics Research Symposium - Fall (PIERS-Fall) · doi:10.23919/piers-fall62445.2025.11394340

Continuous Real-Time Image Processing by Variable Optical Processor

Miura, S., Otake, M., Nambara, T., Kusaka, H., Kunai, Y., & Kashiwagi, M. (2026) · IEEE photonics journal · doi:10.1109/jphot.2026.3669062

Quantum-Inspired Joint Optimization of Multiuser Downlink Power Allocation and Wave-Based Beamforming for Stacked Intelligent Metasurfaces

Ji, N., Zheng, G., Zhang, J., Krikidis, I., & Wong, K. (2026) · IEEE Journal on Selected Areas in Communications · doi:10.1109/jsac.2026.3672548

Thermally controllable diffractive processor using hybrid metasurfacesPreprint

Zang, X., Wang, G., Huang, X., Zhang, T., Tan, Z., Wu, J., Jin, B. B., Zhu, Y., & Zhuang, S. (2026) · Research Square · doi:10.21203/rs.3.rs-8811837/v1

Probing a theoretical framework for a photonic extreme learning machine

Rocha, V., Silva, D. J., Moreira, F. C., Monteiro, C. S., Ferreira, T. D., & Silva, N. A. (2026) · New Journal of Physics · doi:10.1088/1367-2630/ae51b5 · Cited by 1

Ghost Classification Using Meta‐Decoders and Optical‐Electronic Correlations

Zhao, J., Zhang, J., Ye, Z., Liu, H., Wang, H., & Xiong, J. (2026) · Laser & Photonics Review · doi:10.1002/lpor.202502943

Theories on classical electromagnetic metamaterials

Xu, B., & Zhong, R. (2026) · Frontiers in Physics · doi:10.3389/fphy.2026.1783199

Remote Signal DOA Estimation Using Active Stacked-Intelligent-Metasurface

Jiang, G., Chen, S., Wu, W., & Wang, W. (2026) · IEEE Communications Letters · doi:10.1109/lcomm.2026.3677209

Optimization of Active RIS Configurations in SIM Architectures With Mutual Coupling

Mandalika, H., Singh, S., Rosyidah, A., Singh, K. K., & Shin, H. (2026) · IEEE Wireless Communications Letters · doi:10.1109/lwc.2026.3677379

Variable vortex optical metasurface: synergistic control of topological charge and focal position

Wei, X., Liang, Z., Shi, X., Yang, F., Guo, S., Liu, J., Wu, Z., Liu, W., Xu, H., & Liu, Y. (2026) · Materials Horizons · doi:10.1039/d6mh00120c

Music recognition based on diffractive neural networks

Ge, X., Feng, Z., & Ma, Q. (2026) · iScience · doi:10.1016/j.isci.2026.115528

TD3-Based Statistical-CSI Optimization for Stacked Intelligent Metasurfaces in MU-MISO Downlink Systems

Hu, Y., Wan, H., Qin, T., Li, Y., & Li, J. (2026) · IEEE Communications Letters · doi:10.1109/lcomm.2026.3680278

Mapping Information-to-Electromagnetic Semantic Enabled by Stacked Intelligent Metasurface

Hou, D., Chen, H., Lyu, M., Li, Y., Xu, X., Luo, Z., & Ma, N. (2026) · IEEE Wireless Communications Letters · doi:10.1109/lwc.2026.3683372

All-dielectric metasurface diffractive neural network for multi-class recognition via binary coding of detection regions

Sun, B. X., Xiangtao, C., Dai, R., Yang, F., Shi, X., Jia, Y., Wei, X., jiang, J., Dong, Y., Xu, H., et al. (2026) · Journal of Physics D Applied Physics · doi:10.1088/1361-6463/ae6350

Electromagnetic metamaterials and artificial intelligence: from intelligent enabling to autonomous intelligence

Zhang, W., Zhu, R., Yan, M., Li, L., Sui, S., Jia, Y., Fu, X., Han, Y., & Wang, J. (2026) · Chinese Science Bulletin (Chinese Version) · doi:10.1360/csb-2025-5834

Space-Frequency Multiplexing Wireless Communication Based on a Single-Layer Dual-Band Programmable Metasurface

Yining, Z., Zhang, L., Zhu, B., Chen, X., Shi, H., He, S., Liu, S., & Tiejun, C. (2026) · Electromagnetic Science · doi:10.23919/emsci.2025.0048

AI-Driven Design of Stacked Intelligent Metasurfaces for Software-Defined Radio Applications

Iudice, I., Gelli, G., & Darsena, D. (2026) · IEEE Aerospace Conference (AERO) · doi:10.1109/aero66936.2026.11519851

Deep neural network-based music emotion recognition and generation system

Zhang, T. (2026) · Systems and Soft Computing · doi:10.1016/j.sasc.2026.200505

A deep-learning enhanced computational optical decoding strategy (DECODS) for optical data storage

Liu, M., Dong, L., Zhuang, Q., Zhang, C., Tian, Z., Liu, Y. H., Zhong, R., Yang, X., Gong, M., Zhang, Q., et al. (2026) · PhotoniX · doi:10.1186/s43074-026-00251-5

Active Amplifier-Based Sensing Metasurface

Wang, X., Wang, X., Han, J., Zhang, K., Zheng, Z., Mu, Y., Zhang, Y., Liu, H., & Li, L. (2026) · IEEE Transactions on Microwave Theory and Techniques · doi:10.1109/tmtt.2026.3691103

Dual-channel wireless communication system based on FPGA-controled polarization-independent programmable metasurface

Zhou, Q., Cheng, X., & Tian, Y. (2026) · The European Physical Journal Plus · doi:10.1140/epjp/s13360-026-07816-0

Manifold partitioning induced sequential optical reasoning and decision framework for photonic computingPreprint

Qiu, M., Li, Z., Pan, J., Yan, W., Xie, Y., Ma, L., & Sun, X. (2026) · Research Square · doi:10.21203/rs.3.rs-9434834/v1

Coupling-Induced Information Entropy Decrease in Terahertz Metasurfaces

Huang, W., Wang, K., Li, J., Zhang, Y., Yin, S., Zhang, W., & Chen, K. (2026) · IEEE Transactions on Antennas and Propagation · doi:10.1109/tap.2026.3699530

High-precision passive sensing with large-scale programmable metasurface

Han, Z., Ma, Q., Gu, Z. Z., & Cui, T. J. (2026) · Frontiers of Physics · doi:10.15302/frontphys.2026.065204

Spin-selective dual-band chiral VO 2 metasurface for geometric-phase modulation

Fan, Y., Cui, S., Fu, S., Qu, S., & Gao, Y. (2026) · Physica Scripta · doi:10.1088/1402-4896/ae7e5f

Enhancing Physical Layer Security in STAR-RIS Communication Systems Assisted by UAV

Zhang, Y., Yang, S. M., Qu, Z., Qin, P., & Shang, Y. (2026) · IEEE Wireless Communications and Networking Conference · doi:10.1109/wcnc65185.2026.11555466

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Fan, Z., Jiang, L., Peng, H., Zhe, W., Xueliang, W., Bokun, H., Juan, W., Minghu, W., & Zhang, Y. (2026) · Acta Physica Sinica · doi:10.7498/aps.75.20260395

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Tian, Y., Xu, H., Liu, Y., Zhao, X., Shao, J., Cheng, J., & Wu, C. (2025) · Photonics Research · doi:10.1364/prj.576203 · Cited by 8

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He, C., Zhao, D., Fan, F., Zhou, H., Li, X., Li, Y., Li, J., Dong, F., Miao, Y.-X., Wang, Y., et al. (2023) · Opto-Electronic Advances · doi:10.29026/oea.2024.230005 · Cited by 128

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