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TFMix: A Robust Time-Frequency Mixing Approach for Domain Generalization in Specific Emitter Identification
S. Wang, H. Wan, F. Wang, Y. Wang, Y. Lin and G. Gui
🏛️ IEEE Transactions on Cognitive Communications and Networking, 2025.
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Open-Set Automatic Modulation Classification Using Deep Metric Learning and Openmax
C. Ai et al.
🏛️ 2025 IEEE 101st Vehicular Technology Conference (VTC2025-Spring), Oslo, Norway, 2025.
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Avoid Shortcuts: Enhancing Channel-Robust Specific Emitter Identification via Single-Source Domain Generalization
Y. Wang, T. Ohtsuki, Z. Sun, D. Niyato, X. Wang and G. Gui
🏛️ IEEE Transactions on Wireless Communications, vol. 24, no. 4, pp. 3163-3176, April 2025.
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Energy-Efficient Wireless Technology Recognition Method Using Time-Frequency Feature Fusion Spiking Neural Networks
L. Hu, Y. Wang, X. Fu, L. Guo, Y. Lin and G. Gui
🏛️ IEEE Transactions on Information Forensics and Security, vol. 20, pp. 2252-2265, Feb. 2025.
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Consistency-Guided Robust Learning for Content-Agnostic Radio Frequency Fingerprinting
Y. Wang and G. Gui
🏛️ IEEE Communications Letters, vol. 29, no. 3, pp. 610-614, March 2025.
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Advancing Multi-Modal Beam Prediction with Cross-Modal Feature Enhancement and Dynamic Fusion Mechanism
Q. Zhu, Y. Wang, W. Li, H. Huang and G. Gui
🏛️ IEEE Transactions on Communications, 2025 (Early Access).
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Uncertainty-Aware Dynamic Fusion Network with Criss-Cross Attention for Multimodal Remote Sensing Land Cover Classification
H. Wang, Y. Huang, H. Huang, Y. Wang, J. Li and G. Gui
🏛️ Information Fusion, vol. 123, p. 103249, 2025.
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Behavioral Modeling of Power Amplifiers Leveraging Multi-Channel Convolutional Long Short-Term Deep Neural Network
R. Li et al.
🏛️ IEEE Transactions on Vehicular Technology, 2025 (Early Access).
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Toward Robust Radio Frequency Fingerprint Identification via Adaptive Semantic Augmentation
Z. Cai, Y. Wang, G. Gui and J. Sha
🏛️ IEEE Transactions on Information Forensics and Security, vol. 20, pp. 1037-1048, 2025.
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Robust Multimodal Road Extraction via Dual-Layer Evidential Fusion Networks for Remote Sensing
H. Wang et al.
🏛️ IEEE Transactions on Geoscience and Remote Sensing, vol. 63, pp. 1-11, 2025.
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A Comprehensive Survey on Self-Supervised Learning for Specific Emitter Identification
C. Liu, G. Gui, Y. Wang, et al.
🏛️ IEEE Communications Surveys & Tutorials, 2025 (Early Access).
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Receiver-Agnostic Radio Frequency Fingerprinting via Domain-Invariant Feature Learning
Z. Cai, Y. Yin, Y. Wang, G. Gui and J. Sha
🏛️ IEEE Communications Letters, vol. 29, no. 10, pp. 2396-2400, Oct. 2025.
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Bio-Inspired Dendritic Liquid Neural Network for Robust Near-Field Positioning in B5G/6G
Q. Zhu, Y. Wang, T. Ohtsuki, S. Mao, D. Niyato and G. Gui
🏛️ IEEE Wireless Communications Letters, 2025 (Early Access).
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Toward Robust Open-Set Radiofrequency Signal Identification in Internet of Things Using Hypersphere Manifold Embedding
X. Fu, Y. Wang, Y. Lin, T. Ohtsuki, G. Gui and H. Sari
🏛️ IEEE Internet of Things Journal, vol. 11, no. 24, pp. 41235-41247, Dec. 2024.
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Robust Specific Emitter Identification With Sample Selection and Regularization Under Label Noise
M. Tao et al.
🏛️ IEEE Internet of Things Journal, vol. 11, no. 24, pp. 40702-40713, Dec. 2024.
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Regularized Multi-Label Learning Empowered Joint Activity Recognition and Indoor Localization With CSI Fingerprints
Y. Wang, H. Zhao, T. Ohtsuki, H. Sari and G. Gui
🏛️ IEEE Transactions on Wireless Communications, vol. 23, no. 11, pp. 16865-16874, Nov. 2024.
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Toward Intelligent Lightweight and Efficient UAV Identification With RF Fingerprinting
Z. Cai, Y. Wang, Q. Jiang, G. Gui and J. Sha
🏛️ IEEE Internet of Things Journal, vol. 11, no. 15, pp. 26329-26339, Aug. 2024.
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Enhanced Specific Emitter Identification With Limited Data Through Dual Implicit Regularization
Y. Peng et al.
🏛️ IEEE Internet of Things Journal, vol. 11, no. 15, pp. 26395-26405, Aug. 2024.
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Self-Supervised Learning Malware Traffic Classification Based On Masked Auto-Encoder
K. Xu et al.
🏛️ IEEE Internet of Things Journal, vol. 11, no. 10, pp. 17330-17340, May 2024.
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A-GCRNN: Attention Graph Convolution Recurrent Neural Network for Multi-Band Spectrum Prediction
X. Zhang et al.
🏛️ IEEE Transactions on Vehicular Technology, vol. 73, no. 2, pp. 2978-2982, Feb. 2024.
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Overcoming Data Limitations: A Few-Shot Specific Emitter Identification Method Using Self-Supervised Learning and Adversarial Augmentation
C. Liu et al.
🏛️ IEEE Transactions on Information Forensics and Security, vol. 19, pp. 500-513, 2024.
📅 2023
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Semi-Supervised Specific Emitter Identification via Dual Consistency Regularization
X. Fu et al.
🏛️ IEEE Internet of Things Journal, vol. 10, no. 21, pp. 19257-19269, Nov. 2023.
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Multi-Agent Reinforcement Learning Resources Allocation Method Using Dueling Double Deep Q-Network in Vehicular Networks
Y. Ji et al.
🏛️ IEEE Transactions on Vehicular Technology, vol. 72, no. 10, pp. 13447-13460, Oct. 2023.
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Few-Shot Specific Emitter Identification Using Asymmetric Masked Auto-Encoder
Z. Yao et al.
🏛️ IEEE Communications Letters, vol. 27, no. 10, pp. 2657-2661, Oct. 2023.
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Deep Regularized Waveform Learning for Beam Prediction With Limited Samples in Non-Cooperative mmWave Systems
H. Huang, G. Gui, H. Gacanin, C. Yuen, H. Sari and F. Adachi
🏛️ IEEE Transactions on Vehicular Technology, vol. 72, no. 7, pp. 9614-9619, July 2023.
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Semi-Supervised Specific Emitter Identification Method Using Metric-Adversarial Training
X. Fu et al.
🏛️ IEEE Internet of Things Journal, vol. 10, no. 12, pp. 10778-10789, June 2023.
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Interpolative Metric Learning for Few-Shot Specific Emitter Identification
C. Wang et al.
🏛️ IEEE Transactions on Vehicular Technology, 2023.
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Resource-Constrained Specific Emitter Identification Using End-to-End Sparse Feature Selection
M. Tao et al.
🏛️ GLOBECOM 2023, Kuala Lumpur, Malaysia.
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Few-Shot Specific Emitter Identification Method Using Rotation Feature Decoupling for Secure 6G
L. Xu et al.
🏛️ ICCT 2023, Wuxi, China.
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Rogue Emitter Detection Using Hybrid Network of Denoising Autoencoder and Deep Metric Learning
Z. Yang et al.
🏛️ ICC 2023, Rome, Italy.
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NASEI: Neural Architecture Search-Based Specific Emitter Identification Method
Y. Huang, X. Zhang, Y. Wang, D. Jiao, G. Gui and T. Ohtsuki
🏛️ VTC2023-Spring, Florence, Italy.
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A Robust Few-Shot SEI Method Using Class-Reconstruction and Adversarial Training
C. Liu et al.
🏛️ VTC2022-Fall, London, United Kingdom.
📅 Before 2022
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Few-Shot Specific Emitter Identification via Deep Metric Ensemble Learning
Y. Wang, G. Gui, Y. Lin, H. -C. Wu, C. Yuen and F. Adachi
🏛️ IEEE Internet of Things Journal, Dec. 2022.
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A Lightweight Decentralized-Learning-Based Automatic Modulation Classification Method for Resource-Constrained Edge Devices
B. Dong et al.
🏛️ IEEE Internet of Things Journal, Dec. 2022.
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Edge Device Identification Based on Federated Learning and Network Traffic Feature Engineering
Z. He et al.
🏛️ IEEE Transactions on Cognitive Communications and Networking, Dec. 2022.
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MobileNet and Knowledge Distillation-Based Automatic Scenario Recognition Method in Vehicle-to-Vehicle Systems
J. Yang, Y. Wang, H. Zhao and G. Gui
🏛️ IEEE Transactions on Vehicular Technology, Oct. 2022.
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Malware Traffic Classification Using Domain Adaptation and Ladder Network for Secure Industrial Internet of Things
J. Ning et al.
🏛️ IEEE Internet of Things Journal, Sept. 2022.
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NAS-AMR: Neural Architecture Search-Based Automatic Modulation Recognition for Integrated Sensing and Communication Systems
X. Zhang et al.
🏛️ IEEE Transactions on Cognitive Communications and Networking, Sept. 2022.
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An Effective Radio Frequency Signal Classification Method Based on Multi-Task Learning Mechanism
H. Liu, C. Hao, Y. Peng, Y. Wang, T. Ohtsuki and G. Gui
🏛️ VTC2022-Fall, London, United Kingdom, 2022.
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Cross-Person Activity Recognition Method Using Snapshot Ensemble Learning
S. Xu, Z. He, W. Shi, Y. Wang, T. Ohtsuki and G. Guiy
🏛️ VTC2022-Fall, London, United Kingdom, 2022.
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Federated Learning for Automatic Modulation Classification Under Class Imbalance and Varying Noise Condition
Y. Wang, G. Gui, H. Gacanin, B. Adebisi, H. Sari and F. Adachi
🏛️ IEEE Transactions on Cognitive Communications and Networking, March 2022.
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An Efficient Specific Emitter Identification Method Based on Complex-Valued Neural Networks and Network Compression
Y. Wang, G. Gui, H. Gacanin, T. Ohtsuki, O. A. Dobre and H. V. Poor
🏛️ IEEE Journal on Selected Areas in Communications, Aug. 2021.
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Deep Learning-Based Cooperative Automatic Modulation Classification Method for MIMO Systems
Y. Wang, J. Wang, W. Zhang, J. Yang and G. Gui
🏛️ IEEE Transactions on Vehicular Technology, April 2020.
