IEEE Transactions on Information Forensics and Security

Article	Citations
Visible-Infrared Person Re-Identification via Homogeneous Augmented Tri-Modal Learning	170
Combining Graph-Based Learning With Automated Data Collection for Code Vulnerability Detection	119
VAE-Stega: Linguistic Steganography Based on Variational Auto-Encoder	117
Smart and Practical Privacy-Preserving Data Aggregation for Fog-Based Smart Grids	113
Accurate Decentralized Application Identification via Encrypted Traffic Analysis Using Graph Neural Networks	112
Privacy-Enhanced Federated Learning Against Poisoning Adversaries	105
Towards Scalable and Channel-Robust Radio Frequency Fingerprint Identification for LoRa	102
Improving Physical Layer Security of Uplink NOMA via Energy Harvesting Jammers	102
VeriFL: Communication-Efficient and Fast Verifiable Aggregation for Federated Learning	100
A Siamese CNN for Image Steganalysis	100
An Automatic Cost Learning Framework for Image Steganography Using Deep Reinforcement Learning	89
Towards Transferable Adversarial Attack Against Deep Face Recognition	79
Functionality-Preserving Black-Box Optimization of Adversarial Windows Malware	79
MTD-Net: Learning to Detect Deepfakes Images by Multi-Scale Texture Difference	78
Unsupervised Adversarial Domain Adaptation for Cross-Domain Face Presentation Attack Detection	76
Secure and Lightweight Conditional Privacy-Preserving Authentication for Securing Traffic Emergency Messages in VANETs	71
ShieldFL: Mitigating Model Poisoning Attacks in Privacy-Preserving Federated Learning	69
Radio Frequency Fingerprint Identification for Narrowband Systems, Modelling and Classification	68
Privacy–Enhancing Face Biometrics: A Comprehensive Survey	68
A Performance-Sensitive Malware Detection System Using Deep Learning on Mobile Devices	67
Attribute-Aligned Domain-Invariant Feature Learning for Unsupervised Domain Adaptation Person Re-Identification	64
Secrecy Rate Optimization for Intelligent Reflecting Surface Assisted MIMO System	64
Privacy-Preserving Byzantine-Robust Federated Learning via Blockchain Systems	63
PolyShard: Coded Sharding Achieves Linearly Scaling Efficiency and Security Simultaneously	61
Privacy-Preserving Object Detection for Medical Images With Faster R-CNN	61

Privacy-Preserving Localization for Underwater Sensor Networks via Deep Reinforcement Learning	60
Image Tampering Localization Using a Dense Fully Convolutional Network	60
Physical Layer Security Enhancement With Reconfigurable Intelligent Surface-Aided Networks	57
Face Anti-Spoofing via Adversarial Cross-Modality Translation	57
Covert Wireless Communications Under Quasi-Static Fading With Channel Uncertainty	56
Fine-Grained Webpage Fingerprinting Using Only Packet Length Information of Encrypted Traffic	55
Privacy-Preserving Aggregation-Authentication Scheme for Safety Warning System in Fog-Cloud Based VANET	55
Dynamic Tri-Level Relation Mining With Attentive Graph for Visible Infrared Re-Identification	53
Learning One Class Representations for Face Presentation Attack Detection Using Multi-Channel Convolutional Neural Networks	53
Specific Emitter Identification Based on Multi-Level Sparse Representation in Automatic Identification System	52
Self-Configurable Cyber-Physical Intrusion Detection for Smart Homes Using Reinforcement Learning	51
DRL-FAS: A Novel Framework Based on Deep Reinforcement Learning for Face Anti-Spoofing	50
APMSA: Adversarial Perturbation Against Model Stealing Attacks	49
SMAKA: Secure Many-to-Many Authentication and Key Agreement Scheme for Vehicular Networks	48
Secure Dynamic Searchable Symmetric Encryption With Constant Client Storage Cost	48
Random Partitioning Forest for Point-Wise and Collective Anomaly Detection—Application to Network Intrusion Detection	47
Multi-Agent Reinforcement Learning-Based Buffer-Aided Relay Selection in IRS-Assisted Secure Cooperative Networks	47
Jamming and Eavesdropping Defense Scheme Based on Deep Reinforcement Learning in Autonomous Vehicle Networks	47
Physical-Layer Authentication Using Multiple Channel-Based Features	46
Joint Optimization of Trajectory, Propulsion, and Thrust Powers for Covert UAV-on-UAV Video Tracking and Surveillance	46
Beam-Domain Anti-Jamming Transmission for Downlink Massive MIMO Systems: A Stackelberg Game Perspective	45
A Generalizable Model-and-Data Driven Approach for Open-Set RFF Authentication	44
Fingerprint Spoof Detector Generalization	44
De-Pois: An Attack-Agnostic Defense against Data Poisoning Attacks	44
Deep Hashing for Secure Multimodal Biometrics	44
Reinforcement Learning-Based Physical-Layer Authentication for Controller Area Networks	43
Robust Image Forgery Detection Against Transmission Over Online Social Networks	43
Dynamic Multi-Key FHE in Asymmetric Key Setting From LWE	42
Learning Meta Pattern for Face Anti-Spoofing	42
Enabling Cross-Chain Transactions: A Decentralized Cryptocurrency Exchange Protocol	41
Explicit Optimization of min max Steganographic Game	41
Evaluation of the Time Stability and Uniqueness in PPG-Based Biometric System	41
Contrastive Context-Aware Learning for 3D High-Fidelity Mask Face Presentation Attack Detection	40
Improving Generalization by Commonality Learning in Face Forgery Detection	40
Fine-Grained Facial Expression Recognition in the Wild	40
OBFP: Optimized Blockchain-Based Fair Payment for Outsourcing Computations in Cloud Computing	40
Gini-Impurity Index Analysis	40
Mockingbird: Defending Against Deep-Learning-Based Website Fingerprinting Attacks With Adversarial Traces	40
SecureFace: Face Template Protection	40
An Explainable AI-Based Intrusion Detection System for DNS Over HTTPS (DoH) Attacks	39
Block-Wise Image Transformation With Secret Key for Adversarially Robust Defense	39
The P-DESTRE: A Fully Annotated Dataset for Pedestrian Detection, Tracking, and Short/Long-Term Re-Identification From Aerial Devices	39
K-Time Modifiable and Epoch-Based Redactable Blockchain	39
Who Is in Control? Practical Physical Layer Attack and Defense for mmWave-Based Sensing in Autonomous Vehicles	38
PFA-GAN: Progressive Face Aging With Generative Adversarial Network	38
Person Re-Identification by Context-Aware Part Attention and Multi-Head Collaborative Learning	38
Comparison of Statistical and Machine Learning Techniques for Physical Layer Authentication	38
Model Inversion Attack by Integration of Deep Generative Models: Privacy-Sensitive Face Generation From a Face Recognition System	38
Multi-Scale and Multi-Direction GAN for CNN-Based Single Palm-Vein Identification	37
DOReN: Toward Efficient Deep Convolutional Neural Networks with Fully Homomorphic Encryption	36

Morphing Attack Detection-Database, Evaluation Platform, and Benchmarking	36
DeepSBD: A Deep Neural Network Model With Attention Mechanism for SocialBot Detection	36
Hunting Vulnerable Smart Contracts via Graph Embedding Based Bytecode Matching	36
FA-GAN: Face Augmentation GAN for Deformation-Invariant Face Recognition	35
P2BA: A Privacy-Preserving Protocol With Batch Authentication Against Semi-Trusted RSUs in Vehicular Ad Hoc Networks	35
Adversarial XAI Methods in Cybersecurity	35
An SDN-Enabled Proactive Defense Framework for DDoS Mitigation in IoT Networks	34
Redactable Blockchain in Decentralized Setting	34
Everybody’s Talkin’: Let Me Talk as You Want	34
Preventing DeepFake Attacks on Speaker Authentication by Dynamic Lip Movement Analysis	34
Towards Query-Efficient Adversarial Attacks Against Automatic Speech Recognition Systems	34
PVD-FL: A Privacy-Preserving and Verifiable Decentralized Federated Learning Framework	33
Look Locally Infer Globally: A Generalizable Face Anti-Spoofing Approach	33
Conditional Variational Auto-Encoder and Extreme Value Theory Aided Two-Stage Learning Approach for Intelligent Fine-Grained Known/Unknown Intrusion Detection	33
Co-Design of Observer-Based Fault Detection Filter and Dynamic Event-Triggered Controller for Wind Power System Under Dual Alterable DoS Attacks	33
Public-Key Authenticated Encryption With Keyword Search Supporting Constant Trapdoor Generation and Fast Search	33
FakeLocator: Robust Localization of GAN-Based Face Manipulations	33
Self-Adversarial Training Incorporating Forgery Attention for Image Forgery Localization	32
Relational Deep Feature Learning for Heterogeneous Face Recognition	32
Can We Trust Your Explanations? Sanity Checks for Interpreters in Android Malware Analysis	32
The Best Defense Is a Good Offense: Adversarial Attacks to Avoid Modulation Detection	32
Copy Move Source-Target Disambiguation Through Multi-Branch CNNs	31
On the Security of Reversible Data Hiding in Encrypted Images by MSB Prediction	31
C2CL: Contact to Contactless Fingerprint Matching	31
Injecting Reliable Radio Frequency Fingerprints Using Metasurface for the Internet of Things	31
Cooperative Assurance of Cache Data Integrity for Mobile Edge Computing	31
Nowhere to Hide: Efficiently Identifying Probabilistic Cloning Attacks in Large-Scale RFID Systems	31
On Maximizing the Sum Secret Key Rate for Reconfigurable Intelligent Surface-Assisted Multiuser Systems	30
Stealing Neural Network Structure Through Remote FPGA Side-Channel Analysis	30
Log-Based Anomaly Detection With Robust Feature Extraction and Online Learning	30
A Differentially Private Game Theoretic Approach for Deceiving Cyber Adversaries	29
Walking on the Edge: Fast, Low-Distortion Adversarial Examples	29
Stealthy MTD Against Unsupervised Learning-Based Blind FDI Attacks in Power Systems	29
Sum Secret Key Rate Maximization for TDD Multi-User Massive MIMO Wireless Networks	29
Brain-Inspired Golden Chip Free Hardware Trojan Detection	29
High-Fidelity Face Manipulation With Extreme Poses and Expressions	29
Joint Discriminative Sparse Coding for Robust Hand-Based Multimodal Recognition	28
Surface and Internal Fingerprint Reconstruction From Optical Coherence Tomography Through Convolutional Neural Network	28
Camera Invariant Feature Learning for Generalized Face Anti-Spoofing	28
Finger Vein Recognition via Sparse Reconstruction Error Constrained Low-Rank Representation	28
CALPA-NET: Channel-Pruning-Assisted Deep Residual Network for Steganalysis of Digital Images	28
Modelling Behavioural Dynamics for Asymmetric Application Layer DDoS Detection	28
Detect and Locate: Exposing Face Manipulation by Semantic- and Noise-Level Telltales	28
VulDetector: Detecting Vulnerabilities Using Weighted Feature Graph Comparison	27
3PAA: A Private PUF Protocol for Anonymous Authentication	27
Deep Neural Backdoor in Semi-Supervised Learning: Threats and Countermeasures	27
CruParamer: Learning on Parameter-Augmented API Sequences for Malware Detection	27
RF Impairment Model-Based IoT Physical-Layer Identification for Enhanced Domain Generalization	27
Multi-Level Reversible Data Anonymization via Compressive Sensing and Data Hiding	27
Data-Driven Decision Support for Optimizing Cyber Forensic Investigations	26
Stop-and-Go: Exploring Backdoor Attacks on Deep Reinforcement Learning-Based Traffic Congestion Control Systems	26
Achieving Privacy-Preserving and Verifiable Support Vector Machine Training in the Cloud	26
Pilot Contamination Attack Detection for 5G MmWave Grant-Free IoT Networks	26
Detecting Overlapped Objects in X-Ray Security Imagery by a Label-Aware Mechanism	26
One Parameter Defense—Defending Against Data Inference Attacks via Differential Privacy	25
Learning Multi-Granularity Temporal Characteristics for Face Anti-Spoofing	25
Efficient Quantum Blockchain With a Consensus Mechanism QDPoS	25
Multiuser MIMO Concept for Physical Layer Security in Multibeam Satellite Systems	25
Event-Triggered Interval-Based Anomaly Detection and Attack Identification Methods for an In-Vehicle Network	25
Semi-Supervised Natural Face De-Occlusion	25
Gendered Differences in Face Recognition Accuracy Explained by Hairstyles, Makeup, and Facial Morphology	25
Joint Beam Training and Data Transmission Design for Covert Millimeter-Wave Communication	25
Blockchain-Enabled Authenticated Key Agreement Scheme for Mobile Vehicles-Assisted Precision Agricultural IoT Networks	25
Exploiting Channel Gain and Phase Noise for PHY-Layer Authentication in Massive MIMO Systems	25
On Pilot Spoofing Attack in Massive MIMO Systems: Detection and Countermeasure	25
Nelder-Mead Simplex Channel Estimation for the RF-DNA Fingerprinting of OFDM Transmitters Under Rayleigh Fading Conditions	24
Secure Frequency Control of Hybrid Power System Under DoS Attacks via Lie Algebra	24
Efficient Steganography in JPEG Images by Minimizing Performance of Optimal Detector	24
ISTVT: Interpretable Spatial-Temporal Video Transformer for Deepfake Detection	24
Practical Multi-Party Private Set Intersection Protocols	24
Privacy-Aware Time-Series Data Sharing With Deep Reinforcement Learning	24
Physical Layer Secure MIMO Communications Against Eavesdroppers With Arbitrary Number of Antennas	24
Robust Beamforming Design for Covert Communications	24
Synchronized Provable Data Possession Based on Blockchain for Digital Twin	24
PFLF: Privacy-Preserving Federated Learning Framework for Edge Computing	24
Rethinking Smart Contract Fuzzing: Fuzzing With Invocation Ordering and Important Branch Revisiting	24
Adaptive Multi-Trace Carving for Robust Frequency Tracking in Forensic Applications	24
Generalized Likelihood Ratio Test for GNSS Spoofing Detection in Devices With IMU	24
Copula-Based Analysis of Physical Layer Security Performances Over Correlated Rayleigh Fading Channels	24
SAP-SSE: Protecting Search Patterns and Access Patterns in Searchable Symmetric Encryption	24

Robust Secure Beamforming for Intelligent Reflecting Surface Assisted Full-Duplex MISO Systems	23
Zero-Forcing Beamforming for Active and Passive Eavesdropper Mitigation in Visible Light Communication Systems	23
Generative Adversarial Attacks Against Deep-Learning-Based Camera Model Identification	23
Valkyrie: Vulnerability Assessment Tool and Attack for Provably-Secure Logic Locking Techniques	23
Transform Domain-Based Invertible and Lossless Secret Image Sharing With Authentication	23
Artificial Noise-Aided MIMO Physical Layer Authentication With Imperfect CSI	23
Understanding Failures in Security Proofs of Multi-Factor Authentication for Mobile Devices	23
UNSAIL: Thwarting Oracle-Less Machine Learning Attacks on Logic Locking	23
Learning Joint and Specific Patterns: A Unified Sparse Representation for Off-the-Person ECG Biometric Recognition	23
A New Adversarial Embedding Method for Enhancing Image Steganography	23
FiFTy: Large-Scale File Fragment Type Identification Using Convolutional Neural Networks	22
A Transfer Learning Approach for Securing Resource-Constrained IoT Devices	22
Hierarchical Frequency-Assisted Interactive Networks for Face Manipulation Detection	22
PulseEdit: Editing Physiological Signals in Facial Videos for Privacy Protection	22
Study of Pre-Processing Defenses Against Adversarial Attacks on State-of-the-Art Speaker Recognition Systems	22
A Practical Fog-Based Privacy-Preserving Online Car-Hailing Service System	22
Effective and Robust Physical-World Attacks on Deep Learning Face Recognition Systems	22
PAST-AI: Physical-Layer Authentication of Satellite Transmitters via Deep Learning	22
One Cycle Attack: Fool Sensor-Based Personal Gait Authentication With Clustering	22
On the Physical Layer Security of Untrusted Millimeter Wave Relaying Networks: A Stochastic Geometry Approach	22
Robust Iris Presentation Attack Detection Fusing 2D and 3D Information	22
TRACE: Enterprise-Wide Provenance Tracking for Real-Time APT Detection	22
Efficient Dropout-Resilient Aggregation for Privacy-Preserving Machine Learning	22
LiSiam: Localization Invariance Siamese Network for Deepfake Detection	22
Periocular-Assisted Multi-Feature Collaboration for Dynamic Iris Recognition	22
Dual Adversarial Disentanglement and Deep Representation Decorrelation for NIR-VIS Face Recognition	22
Enhanced Secrecy Performance of Multihop IoT Networks With Cooperative Hybrid-Duplex Jamming	22
FLCert: Provably Secure Federated Learning Against Poisoning Attacks	21
A Dataset and Benchmark for Multimodal Biometric Recognition Based on Fingerprint and Finger Vein	21
A Privacy-Preserving Online Ride-Hailing System Without Involving a Third Trusted Server	21
Integrating Part-Object Relationship and Contrast for Camouflaged Object Detection	21
Secure Automatic Speaker Verification (SASV) System Through sm-ALTP Features and Asymmetric Bagging	21
Occlusion-Aware Human Mesh Model-Based Gait Recognition	21
F2Trans: High-Frequency Fine-Grained Transformer for Face Forgery Detection	21
Server-Aided Bilateral Access Control for Secure Data Sharing With Dynamic User Groups	21
Redactable Blockchain From Decentralized Chameleon Hash Functions	21
Efficient and Privacy-Preserving Multi-Party Skyline Queries Over Encrypted Data	21
Masked Relation Learning for DeepFake Detection	21
A3GAN: An Attribute-Aware Attentive Generative Adversarial Network for Face Aging	21
Multi-Channel Remote Photoplethysmography Correspondence Feature for 3D Mask Face Presentation Attack Detection	20
ForgeryNIR: Deep Face Forgery and Detection in Near-Infrared Scenario	20
Rate-Splitting Multiple Access for Communications and Jamming in Multi-Antenna Multi-Carrier Cognitive Radio Systems	20
Personal Privacy Protection via Irrelevant Faces Tracking and Pixelation in Video Live Streaming	20
Attack-Resilient Optimal PMU Placement via Reinforcement Learning Guided Tree Search in Smart Grids	20
Secure and Efficient Multi-Signature Schemes for Fabric: An Enterprise Blockchain Platform	20
Secure Millimeter-Wave Ad Hoc Communications Using Physical Layer Security	20
Source Camera Verification for Strongly Stabilized Videos	20
Detection of Message Injection Attacks Onto the CAN Bus Using Similarities of Successive Messages-Sequence Graphs	20
Treating Interference as Noise Is Optimal for Covert Communication Over Interference Channels	20
On the Physical Layer Security of the Cooperative Rate-Splitting-Aided Downlink in UAV Networks	20
Achieving Covert Wireless Communication With a Multi-Antenna Relay	20
Enabling Efficient Spatial Keyword Queries on Encrypted Data With Strong Security Guarantees	19
Memory-Modulated Transformer Network for Heterogeneous Face Recognition	19
PriScore: Blockchain-Based Self-Tallying Election System Supporting Score Voting	19
On Joint Optimization of Automatic Speaker Verification and Anti-Spoofing in the Embedding Space	19
AVoiD-DF: Audio-Visual Joint Learning for Detecting Deepfake	19
MAAD-Face: A Massively Annotated Attribute Dataset for Face Images	19
Behavior-Aware Account De-Anonymization on Ethereum Interaction Graph	19
Reversible Data Hiding Based on Adaptive Multiple Histograms Modification	19
Insider Threat Modeling: An Adversarial Risk Analysis Approach	19
UGaitNet: Multimodal Gait Recognition With Missing Input Modalities	19
Multi-Scale Gradients Self-Attention Residual Learning for Face Photo-Sketch Transformation	19
A Framework for Predicting Data Breach Risk: Leveraging Dependence to Cope With Sparsity	18
Natural Steganography in JPEG Domain With a Linear Development Pipeline	18
Optimizing Inner Product Masking Scheme by a Coding Theory Approach	18
Designing Leakage-Resilient Password Entry on Head-Mounted Smart Wearable Glass Devices	18
Privacy-Preserving Distributed Processing: Metrics, Bounds and Algorithms	18
Intrusion Detection Scheme With Dimensionality Reduction in Next Generation Networks	18
Physical-Layer Secret Key Generation via CQI-Mapped Spatial Modulation in Multi-Hop Wiretap Ad-Hoc Networks	18
Duplicity Games for Deception Design With an Application to Insider Threat Mitigation	18
Modern Privacy-Preserving Record Linkage Techniques: An Overview	18
Soft Semantic Representation for Cross-Domain Face Recognition	18
GapFinder: Finding Inconsistency of Security Information From Unstructured Text	18
Application of a Dynamic Line Graph Neural Network for Intrusion Detection With Semisupervised Learning	18
Iris Liveness Detection Using a Cascade of Dedicated Deep Learning Networks	18
Overcoming Data Limitations: A Few-Shot Specific Emitter Identification Method Using Self-Supervised Learning and Adversarial Augmentation	18
Safe Exploration in Wireless Security: A Safe Reinforcement Learning Algorithm With Hierarchical Structure	18
Depth as Attention for Face Representation Learning	18
On Addressing the Impact of ISO Speed Upon PRNU and Forgery Detection	18
Neural Network Modeling Attacks on Arbiter-PUF-Based Designs	18
Single-Leader-Multiple-Followers Stackelberg Security Game With Hypergame Framework	17
From RGB to Depth: Domain Transfer Network for Face Anti-Spoofing	17
Modulation Classification Based on Fourth-Order Cumulants of Superposed Signal in NOMA Systems	17
Automatic Segmentation and Enhancement of Latent Fingerprints Using Deep Nested UNets	17
Dual-Branch Meta-Learning Network With Distribution Alignment for Face Anti-Spoofing	17
Detection of Electric Network Frequency in Audio Recordings–From Theory to Practical Detectors	17
Achievable Rate Region of Energy-Harvesting Based Secure Two-Way Buffer-Aided Relay Networks	17
Text Backdoor Detection Using an Interpretable RNN Abstract Model	17
Gradient Leakage Attack Resilient Deep Learning	17
Eye Know You Too: Toward Viable End-to-End Eye Movement Biometrics for User Authentication	17
An Efficient Identity-Based Provable Data Possession Protocol With Compressed Cloud Storage	17
Secure Active and Passive Beamforming in IRS-Aided MIMO Systems	17
Long Short-Term Memory With Gate and State Level Fusion for Light Field-Based Face Recognition	17
Attribute-Based Hierarchical Access Control With Extendable Policy	16
Covert MIMO Communications Under Variational Distance Constraint	16