📡 Publications & Code

🔬 Research Group Overview

We focus on physical-layer security and AI-driven wireless communications, with research spanning:

Research Area	Description
SEI / RFF	Specific Emitter Identification & Radio Frequency Fingerprinting
AMC / WTR	Automatic Modulation Classification & Wireless Technology Recognition
Wireless Communications	Power Amplifier Modeling, Beam Prediction
Ubiquitous Sensing	Localization, Activity Recognition, Scenario Identification
Network Security	Malware Traffic Classification, Device Identification
Remote Sensing	Multimodal Land Cover Classification, Road Extraction
Spectrum & Resource	Spectrum Prediction, Resource Allocation

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📚 Publications by Topic

1️⃣ SEI / RF Fingerprinting

Year	Title	Venue	Links
2026	WaveMLP: Cross-Receiver-Day RF Fingerprinting with Learnable Complex Wavelets	IMNS'26	Paper · Code
2026	Label-Free Performance Estimation for RF Fingerprinting Under Varying Channels	ICCC'26	Paper · Code
2025	A Comprehensive Survey on Self Supervised Learning for Specific Emitter Identification	IEEE COMST	Paper · Code
2025	Robust Cross-Domain Drone RFFI Method Using Domain-Invariant Adversarial Learning and Manifold Regularization	IEEE TCCN	Paper · Code
2025	Cross-Channel Specific Emitter Identification via Meta-Feature Augmentation-Enhanced Few-Shot Learning	IEEE IoT-J	Paper · Code
2025	Receiver-Agnostic Radio Frequency Fingerprinting via Domain Invariant Feature Learning	IEEE CL	Paper · Code
2025	Toward Robust Radio Frequency Fingerprint Identification via Adaptive Semantic Augmentation	IEEE TIFS	Paper · Code
2025	Avoiding Shortcuts: Enhancing Channel Robust Specific Emitter Identification via Single Source Domain Generalization	IEEE TWC	Paper · Code
2025	Consistency Guided Robust Learning for Content Agnostic Radio Frequency Fingerprinting	IEEE CL	Paper · Code
2024	Enhanced Specific Emitter Identification With Limited Data Through Dual Implicit Regularization	IEEE IoT-J	Paper · Code
2024	Robust Specific Emitter Identification With Sample Selection and Regularization Under Label Noise	IEEE IoT-J	Paper · Code
2024	Toward Robust Open Set Radio Frequency Signal Identification in Internet of Things Using Hypersphere Manifold Embedding	IEEE IoT-J	Paper · Code
2024	Overcoming Data Limitations: A Few Shot Specific Emitter Identification Method Using Self Supervised Learning and Adversarial Augmentation	IEEE TIFS	Paper · Code
2024	Toward Intelligent Lightweight and Efficient UAV Identification With RF Fingerprinting	IEEE IoT-J	Paper · Code
2023	Semi-Supervised Specific Emitter Identification Method Using Metric Adversarial Training	IEEE IoT-J	Paper · Code
2023	Semi-Supervised Specific Emitter Identification via Dual Consistency Regularization	IEEE IoT-J	Paper · Code
2023	Interpolative Metric Learning for Few Shot Specific Emitter Identification	IEEE TVT	Paper · Code
2023	Few-Shot Specific Emitter Identification Using Asymmetric Masked Auto Encoder	IEEE CL	Paper · Code
2023	Rogue Emitter Detection Using Hybrid Network of Denoising Autoencoder and Deep Metric Learning	IEEE ICC	Paper · Code
2023	Resource Constrained Specific Emitter Identification Using End-to-End Sparse Feature Selection	IEEE GLOBECOM	Paper · Code
2023	Few-Shot Specific Emitter Identification Method Using Rotation Feature Decoupling for Secure 6G	IEEE ICCT	Paper · Code
2023	A Robust Few-Shot SEI Method Using Class Reconstruction and Adversarial Training	IEEE VTC Fall	Paper · Code
2023	NASEI: Neural Architecture Search Based Specific Emitter Identification Method	IEEE VTC Spring	Paper · Code
2022	Few-Shot Specific Emitter Identification via Deep Metric Ensemble Learning	IEEE IoT-J	Paper · Code
2021	An Efficient Specific Emitter Identification Method Based on Complex-Valued Neural Networks and Network Compression	IEEE JSAC	Paper · Code

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2️⃣ AMC / Wireless Technology Recognition

Year	Title	Venue	Links
2025	Energy Efficient Wireless Technology Recognition Method Using Time Frequency Feature Fusion Spiking Neural Networks	IEEE TIFS	Paper · Code
2022	Federated Learning for Automatic Modulation Classification Under Class Imbalance and Varying Noise Condition	IEEE TCCN	Paper · Code
2022	A Lightweight Decentralized Learning Based Automatic Modulation Classification Method for Resource Constrained Edge Devices	IEEE IoT-J	Paper · Code
2022	An Effective Radio Frequency Signal Classification Method Based on Multi-Task Learning Mechanism	IEEE VTC Fall	Paper · Code
2020	Deep Learning Based Cooperative Automatic Modulation Classification Method for MIMO Systems	IEEE TVT	Paper · Code

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3️⃣ Wireless Communications & Signal Processing

Year	Title	Venue	Links
2026	Power Amplifier Behavioral Modeling Using Bio-Inspired Multi-Resolution Dynamic Neural Network	IEEE TCE	Paper · Code
2025	Advancing Multi-Modal Beam Prediction with Cross Modal Feature Enhancement and Dynamic Fusion Mechanism	IEEE TCom	Paper · Code
2025	Behavioral Modeling of Power Amplifiers Leveraging Multi-Channel Convolutional Long Short Term Deep Neural Network	IEEE TVT	Paper · Code
2023	Deep Regularized Waveform Learning for Beam Prediction With Limited Samples in Non-Cooperative mmWave Systems	IEEE TVT	Paper · Code

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4️⃣ Ubiquitous Sensing

Year	Title	Venue	Links
2026	ViSpa: Visual-Spatial Interactive Fusion for 3D UAV Localization in mmWave Communications	IEEE CL	Paper · Code
2025	Bio-Inspired Dendritic Liquid Neural Network for Robust Near Field Positioning in B5G/6G	IEEE WCL	Paper · Code
2025	Regularized Multi-Label Learning Empowered Joint Activity Recognition and Indoor Localization With CSI Fingerprints	IEEE TWC	Paper · Code
2022	MobileNet and Knowledge Distillation Based Automatic Scenario Recognition Method in Vehicle to Vehicle Systems	IEEE TVT	Paper · Code
2022	Cross-Person Activity Recognition Method Using Snapshot Ensemble Learning	IEEE VTC Fall	Paper · Code

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5️⃣ Network Traffic & Security

Year	Title	Venue	Links
2024	Self-Supervised Learning Malware Traffic Classification Based on Masked Autoencoder	IEEE IoT-J	Paper · Code
2022	Edge Device Identification Based on Federated Learning and Network Traffic Feature Engineering	IEEE TCCN	Paper · Code
2022	Malware Traffic Classification Using Domain Adaptation and Ladder Network for Secure Industrial Internet of Things	IEEE IoT-J	Paper · Code

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6️⃣ Remote Sensing

Year	Title	Venue	Links
2025	Uncertainty-Aware Dynamic Fusion Network with Criss Cross Attention for Multimodal Remote Sensing Land Cover Classification	Information Fusion	Paper · Code
2025	Robust Multimodal Road Extraction via Dual Layer Evidential Fusion Networks for Remote Sensing	IEEE TGRS	Paper · Code

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7️⃣ Spectrum Prediction & Resource Allocation

Year	Title	Venue	Links
2024	A-GCRNN: Attention Graph Convolution Recurrent Neural Network for Multi Band Spectrum Prediction	IEEE TVT	Paper · Code
2023	Multi-Agent Reinforcement Learning Resources Allocation Method Using Dueling Double Deep Q Network in Vehicular Networks	IEEE TVT	Paper · Code

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📄 License / 许可证

🚫 Non-Commercial Use Only / 仅限非商业用途

This project is released under a custom non-commercial license.
Any form of commercial use is strictly prohibited.

本项目基于自定义非商业许可证发布，禁止用于任何形式的商业用途。