Information Importance-Aware Defense against Adversarial Attack for Automatic Modulation Classification:An XAI-Based Approach
Fuente:
arXiv
Saved in:
| Main Authors: | Wang, Jingchun, Dong, Peihao, Zhou, Fuhui, Wu, Qihui |
|---|---|
| Format: | Preprint |
| Published: |
2024
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Explainable Deep Learning Based Adversarial Defense for Automatic Modulation Classification
by: Dong, Peihao, et al.
Published: (2025)
by: Dong, Peihao, et al.
Published: (2025)
Edge Learning Based Collaborative Automatic Modulation Classification for Hierarchical Cognitive Radio Networks
by: Dong, Peihao, et al.
Published: (2024)
by: Dong, Peihao, et al.
Published: (2024)
FSOS-AMC: Few-Shot Open-Set Learning for Automatic Modulation Classification Over Multipath Fading Channels
by: Zhang, Hao, et al.
Published: (2024)
by: Zhang, Hao, et al.
Published: (2024)
Pruned Convolutional Attention Network Based Wideband Spectrum Sensing with Sub-Nyquist Sampling
by: Dong, Peihao, et al.
Published: (2024)
by: Dong, Peihao, et al.
Published: (2024)
KGAMC: A Novel Knowledge Graph Driven Automatic Modulation Classification Scheme
by: Li, Yike, et al.
Published: (2024)
by: Li, Yike, et al.
Published: (2024)
Joint Resource Optimization Over Licensed and Unlicensed Spectrum in Spectrum Sharing UAV Networks Against Jamming Attacks
by: Ding, Rui, et al.
Published: (2025)
by: Ding, Rui, et al.
Published: (2025)
Distributed Multi-Task Learning for Joint Wireless Signal Enhancement and Recognition
by: Zhang, Hao, et al.
Published: (2025)
by: Zhang, Hao, et al.
Published: (2025)
Conformal Shield: A Novel Adversarial Attack Detection Framework for Automatic Modulation Classification
by: Wen, Tailai, et al.
Published: (2024)
by: Wen, Tailai, et al.
Published: (2024)
Knowledge-Driven 3D Semantic Spectrum Map: KE-VQ-Transformer Based UAV Semantic Communication and Map Completion
by: Wu, Wei, et al.
Published: (2025)
by: Wu, Wei, et al.
Published: (2025)
SSwsrNet: A Semi-Supervised Few-Shot Learning Framework for Wireless Signal Recognition
by: Zhang, Hao, et al.
Published: (2024)
by: Zhang, Hao, et al.
Published: (2024)
A Federated Learning-based Lightweight Network with Zero Trust for UAV Authentication
by: Zhang, Hao, et al.
Published: (2025)
by: Zhang, Hao, et al.
Published: (2025)
Spectrum Cognition: Semantic Situation for Next-Generation Spectrum Management
by: Zhang, Hao, et al.
Published: (2025)
by: Zhang, Hao, et al.
Published: (2025)
Revolution of Wireless Signal Recognition for 6G: Recent Advances, Challenges and Future Directions
by: Zhang, Hao, et al.
Published: (2025)
by: Zhang, Hao, et al.
Published: (2025)
Power Allocation and Beamforming Design for IRS-aided Secure Directional Modulation Network
by: Dong, Rongen, et al.
Published: (2023)
by: Dong, Rongen, et al.
Published: (2023)
Collaborative Automatic Modulation Classification via Deep Edge Inference for Hierarchical Cognitive Radio Networks
by: He, Chaowei, et al.
Published: (2024)
by: He, Chaowei, et al.
Published: (2024)
BEACON: Benefit-Aware Early-Exit for Automatic Modulation Classification via Recoverability Prediction
by: Liu, Zheng, et al.
Published: (2026)
by: Liu, Zheng, et al.
Published: (2026)
Deep Domain-Adversarial Adaptation for Automatic Modulation Classification under Channel Variability
by: Shahriar, K. A.
Published: (2025)
by: Shahriar, K. A.
Published: (2025)
Interference Analysis for Coexistence of UAVs and Civil Aircrafts Based on Automatic Dependent Surveillance-Broadcast
by: Liao, Yiyang, et al.
Published: (2024)
by: Liao, Yiyang, et al.
Published: (2024)
UAV Cognitive Semantic Communications Enabled by Knowledge Graph for Robust Object Detection
by: Song, Xi, et al.
Published: (2025)
by: Song, Xi, et al.
Published: (2025)
SATversary: Adversarial Attacks and Defenses for Satellite Fingerprinting
by: Smailes, Joshua, et al.
Published: (2025)
by: Smailes, Joshua, et al.
Published: (2025)
Knowledge Graph Driven UAV Cognitive Semantic Communication Systems for Efficient Object Detection
by: Song, Xi, et al.
Published: (2024)
by: Song, Xi, et al.
Published: (2024)
An Uncertainty Quantification Framework for Deep Learning-Based Automatic Modulation Classification
by: Yang, Huian, et al.
Published: (2025)
by: Yang, Huian, et al.
Published: (2025)
Transfer Learning Guided Noise Reduction for Automatic Modulation Classification
by: Ji, Zelin, et al.
Published: (2024)
by: Ji, Zelin, et al.
Published: (2024)
MAMCA -- Optimal on Accuracy and Efficiency for Automatic Modulation Classification with Extended Signal Length
by: Zhang, Yezhuo, et al.
Published: (2024)
by: Zhang, Yezhuo, et al.
Published: (2024)
Adapt under Attack and Domain Shift: Unified Adversarial Meta-Learning and Domain Adaptation for Robust Automatic Modulation Classification
by: Owfi, Ali, et al.
Published: (2025)
by: Owfi, Ali, et al.
Published: (2025)
Deep Adversarial Defense Against Multilevel-Lp Attacks
by: Wang, Ren, et al.
Published: (2024)
by: Wang, Ren, et al.
Published: (2024)
Transferable Adversarial Attacks against ASR
by: Gao, Xiaoxue, et al.
Published: (2024)
by: Gao, Xiaoxue, et al.
Published: (2024)
Automatic Modulation Classification using a Waveform Signature
by: Clark IV, William H., et al.
Published: (2024)
by: Clark IV, William H., et al.
Published: (2024)
DL-AMC: Deep Learning for Automatic Modulation Classification
by: Rehman, Faheem Ur, et al.
Published: (2025)
by: Rehman, Faheem Ur, et al.
Published: (2025)
Automatic Modulation Classification via Green Machine Learning
by: Yu, Chee-An, et al.
Published: (2026)
by: Yu, Chee-An, et al.
Published: (2026)
SpectrumFM: A Foundation Model for Intelligent Spectrum Management
by: Zhou, Fuhui, et al.
Published: (2025)
by: Zhou, Fuhui, et al.
Published: (2025)
Mixed Attention Transformer Enhanced Channel Estimation for Extremely Large-Scale MIMO Systems
by: Li, Shuang shuang, et al.
Published: (2024)
by: Li, Shuang shuang, et al.
Published: (2024)
G-AMC: A Green Automatic Modulation Classification Method
by: Yu, Chee-An, et al.
Published: (2026)
by: Yu, Chee-An, et al.
Published: (2026)
Channel-Aware Multi-Domain Feature Extraction for Automatic Modulation Recognition in MIMO Systems
by: Qu, Yunpeng, et al.
Published: (2025)
by: Qu, Yunpeng, et al.
Published: (2025)
Modulation Consistency-based Contrastive Learning for Self-Supervised Automatic Modulation Classification
by: Wang, Chenxu, et al.
Published: (2026)
by: Wang, Chenxu, et al.
Published: (2026)
Joint ADS-B in B5G for Hierarchical UAV Networks: Performance Analysis and MEC Based Optimization
by: Dong, Chao, et al.
Published: (2025)
by: Dong, Chao, et al.
Published: (2025)
MATLAB-Simulated Dataset for Automatic Modulation Classification in Wireless Fading Channels
by: Shafi, M. M. Sadman, et al.
Published: (2025)
by: Shafi, M. M. Sadman, et al.
Published: (2025)
OFDM-Based Digital Semantic Communication with Importance Awareness
by: Liu, Chuanhong, et al.
Published: (2024)
by: Liu, Chuanhong, et al.
Published: (2024)
Class Information Guided Reconstruction for Automatic Modulation Open-Set Recognition
by: Zhang, Ziwei, et al.
Published: (2023)
by: Zhang, Ziwei, et al.
Published: (2023)
A Light Weight Neural Network for Automatic Modulation Classification in OFDM Systems
by: Nanayakkara, Indiwara, et al.
Published: (2025)
by: Nanayakkara, Indiwara, et al.
Published: (2025)
Similar Items
-
Explainable Deep Learning Based Adversarial Defense for Automatic Modulation Classification
by: Dong, Peihao, et al.
Published: (2025) -
Edge Learning Based Collaborative Automatic Modulation Classification for Hierarchical Cognitive Radio Networks
by: Dong, Peihao, et al.
Published: (2024) -
FSOS-AMC: Few-Shot Open-Set Learning for Automatic Modulation Classification Over Multipath Fading Channels
by: Zhang, Hao, et al.
Published: (2024) -
Pruned Convolutional Attention Network Based Wideband Spectrum Sensing with Sub-Nyquist Sampling
by: Dong, Peihao, et al.
Published: (2024) -
KGAMC: A Novel Knowledge Graph Driven Automatic Modulation Classification Scheme
by: Li, Yike, et al.
Published: (2024)