An Adversarial-Driven Experimental Study on Deep Learning for RF Fingerprinting
Fuente:
arXiv
Saved in:
| Main Authors: | Cao, Xinyu, Adhikari, Bimal, Zhao, Shangqing, Wu, Jingxian, Pan, Yanjun |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Transfer-based Adversarial Poisoning Attacks for Online (MIMO-)Deep Receviers
by: Wu, Kunze, et al.
Published: (2024)
by: Wu, Kunze, et al.
Published: (2024)
Data-Driven Subsampling in the Presence of an Adversarial Actor
by: Jameel, Abu Shafin Mohammad Mahdee, et al.
Published: (2024)
by: Jameel, Abu Shafin Mohammad Mahdee, et al.
Published: (2024)
Golden Ratio Search: A Low-Power Adversarial Attack for Deep Learning based Modulation Classification
by: Sadhukhan, Deepsayan, et al.
Published: (2024)
by: Sadhukhan, Deepsayan, et al.
Published: (2024)
Rapid LoRA Aggregation for Wireless Channel Adaptation in Open-Set Radio Frequency Fingerprinting
by: Zhang, Mingxi, et al.
Published: (2026)
by: Zhang, Mingxi, et al.
Published: (2026)
OrbID: Identifying Orbcomm Satellite RF Fingerprints
by: Solenthaler, Cédric, et al.
Published: (2025)
by: Solenthaler, Cédric, et al.
Published: (2025)
Adversarial Robustness of Distilled and Pruned Deep Learning-based Wireless Classifiers
by: Baishya, Nayan Moni, et al.
Published: (2024)
by: Baishya, Nayan Moni, et al.
Published: (2024)
SATversary: Adversarial Attacks and Defenses for Satellite Fingerprinting
by: Smailes, Joshua, et al.
Published: (2025)
by: Smailes, Joshua, et al.
Published: (2025)
SignSGD with Federated Defense: Harnessing Adversarial Attacks through Gradient Sign Decoding
by: Park, Chanho, et al.
Published: (2024)
by: Park, Chanho, et al.
Published: (2024)
Watermarking and Anomaly Detection in Machine Learning Models for LORA RF Fingerprinting
by: Mahajan, Aarushi, et al.
Published: (2025)
by: Mahajan, Aarushi, et al.
Published: (2025)
Graph Learning Across Data Silos
by: Zhang, Xiang, et al.
Published: (2023)
by: Zhang, Xiang, et al.
Published: (2023)
Mitigating Data Injection Attacks on Federated Learning
by: Shalom, Or, et al.
Published: (2023)
by: Shalom, Or, et al.
Published: (2023)
Adaptive Coded Federated Learning: Privacy Preservation and Straggler Mitigation
by: Li, Chengxi, et al.
Published: (2024)
by: Li, Chengxi, et al.
Published: (2024)
Improving Transferability of Network Intrusion Detection in a Federated Learning Setup
by: Ghosh, Shreya, et al.
Published: (2024)
by: Ghosh, Shreya, et al.
Published: (2024)
A Privacy-Preserving Indoor Localization System based on Hierarchical Federated Learning
by: Jan, Masood, et al.
Published: (2025)
by: Jan, Masood, et al.
Published: (2025)
Detection of Intelligent Tampering in Wireless Electrocardiogram Signals Using Hybrid Machine Learning
by: Deshpande, Siddhant, et al.
Published: (2025)
by: Deshpande, Siddhant, et al.
Published: (2025)
DCInject: Persistent Backdoor Attacks via Frequency Manipulation in Personal Federated Learning
by: Birhan, Nahom, et al.
Published: (2026)
by: Birhan, Nahom, et al.
Published: (2026)
Reputation-Based Federated Learning Defense to Mitigate Threats in EEG Signal Classification
by: Zhang, Zhibo, et al.
Published: (2023)
by: Zhang, Zhibo, et al.
Published: (2023)
Federated Learning and Differential Privacy Techniques on Multi-hospital Population-scale Electrocardiogram Data
by: Agrawal, Vikhyat, et al.
Published: (2024)
by: Agrawal, Vikhyat, et al.
Published: (2024)
FedSC: Provable Federated Self-supervised Learning with Spectral Contrastive Objective over Non-i.i.d. Data
by: Jing, Shusen, et al.
Published: (2024)
by: Jing, Shusen, et al.
Published: (2024)
Toward Resilient 5G Networks: Comparative Analysis of Federated and Centralized Learning for RF Jamming Detection
by: Kuili, Samhita, et al.
Published: (2026)
by: Kuili, Samhita, et al.
Published: (2026)
On the Impact of CDL and TDL Augmentation for RF Fingerprinting under Impaired Channels
by: Gul, Omer Melih, et al.
Published: (2023)
by: Gul, Omer Melih, et al.
Published: (2023)
Lightweight MobileNetV1+GRU for ECG Biometric Authentication: Federated and Adversarial Evaluation
by: Rai, Dilli Hang, et al.
Published: (2025)
by: Rai, Dilli Hang, et al.
Published: (2025)
CWGAN-GP Augmented CAE for Jamming Detection in 5G-NR in Non-IID Datasets
by: Kuili, Samhita, et al.
Published: (2025)
by: Kuili, Samhita, et al.
Published: (2025)
C-AAE: Compressively Anonymizing Autoencoders for Privacy-Preserving Activity Recognition in Healthcare Sensor Streams
by: Fujimoto, Ryusei, et al.
Published: (2025)
by: Fujimoto, Ryusei, et al.
Published: (2025)
An Inversion Theorem for Buffered Linear Toeplitz (BLT) Matrices and Applications to Streaming Differential Privacy
by: McMahan, H. Brendan, et al.
Published: (2025)
by: McMahan, H. Brendan, et al.
Published: (2025)
A Kolmogorov-Arnold Network for Explainable Detection of Cyberattacks on EV Chargers
by: Saber, Ahmad Mohammad, et al.
Published: (2025)
by: Saber, Ahmad Mohammad, et al.
Published: (2025)
mmFHE: mmWave Sensing with End-to-End Fully Homomorphic Encryption
by: Ahmed, Tanvir, et al.
Published: (2026)
by: Ahmed, Tanvir, et al.
Published: (2026)
Identity information based on human magnetocardiography signals
by: Zhang, Pengju, et al.
Published: (2024)
by: Zhang, Pengju, et al.
Published: (2024)
Explainable Autoencoder-Based Anomaly Detection in IEC 61850 GOOSE Networks
by: Lozano-Paredes, Dafne, et al.
Published: (2026)
by: Lozano-Paredes, Dafne, et al.
Published: (2026)
Large Language Models for Detecting Cyberattacks on Smart Grid Protective Relays
by: Saber, Ahmad Mohammad, et al.
Published: (2026)
by: Saber, Ahmad Mohammad, et al.
Published: (2026)
On the Optimal Number of Grids for Differentially Private Non-Interactive $K$-Means Clustering
by: Muthukrishnan, Gokularam, et al.
Published: (2026)
by: Muthukrishnan, Gokularam, et al.
Published: (2026)
Federated Low-Rank Adaptation with Differential Privacy over Wireless Networks
by: Kang, Tianqu, et al.
Published: (2024)
by: Kang, Tianqu, et al.
Published: (2024)
Time-bound Contextual Bio-ID Generation for Minimalist Wearables
by: Orzikulova, Adiba, et al.
Published: (2024)
by: Orzikulova, Adiba, et al.
Published: (2024)
Radio Frequency Fingerprinting via Deep Learning: Challenges and Opportunities
by: Al-Hazbi, Saeif, et al.
Published: (2023)
by: Al-Hazbi, Saeif, et al.
Published: (2023)
Adversarial Attack and Defense for LoRa Device Identification and Authentication via Deep Learning
by: Sagduyu, Yalin E., et al.
Published: (2024)
by: Sagduyu, Yalin E., et al.
Published: (2024)
DT-DDNN: A Physical Layer Security Attack Detector in 5G RF Domain for CAVs
by: Asemian, Ghazal, et al.
Published: (2024)
by: Asemian, Ghazal, et al.
Published: (2024)
A Survey and Future Outlook on Indoor Location Fingerprinting Privacy Preservation
by: Fathalizadeh, Amir, et al.
Published: (2024)
by: Fathalizadeh, Amir, et al.
Published: (2024)
Edge AI-based Radio Frequency Fingerprinting for IoT Networks
by: Hussain, Ahmed Mohamed, et al.
Published: (2024)
by: Hussain, Ahmed Mohamed, et al.
Published: (2024)
Physical Layer-Based Device Fingerprinting for Wireless Security: From Theory to Practice
by: Zhang, Junqing, et al.
Published: (2025)
by: Zhang, Junqing, et al.
Published: (2025)
Bluetooth Fingerprint Identification Under Domain Shift Through Transient Phase Derivative
by: Albousayri, Haytham, et al.
Published: (2025)
by: Albousayri, Haytham, et al.
Published: (2025)
Similar Items
-
Transfer-based Adversarial Poisoning Attacks for Online (MIMO-)Deep Receviers
by: Wu, Kunze, et al.
Published: (2024) -
Data-Driven Subsampling in the Presence of an Adversarial Actor
by: Jameel, Abu Shafin Mohammad Mahdee, et al.
Published: (2024) -
Golden Ratio Search: A Low-Power Adversarial Attack for Deep Learning based Modulation Classification
by: Sadhukhan, Deepsayan, et al.
Published: (2024) -
Rapid LoRA Aggregation for Wireless Channel Adaptation in Open-Set Radio Frequency Fingerprinting
by: Zhang, Mingxi, et al.
Published: (2026) -
OrbID: Identifying Orbcomm Satellite RF Fingerprints
by: Solenthaler, Cédric, et al.
Published: (2025)