IEEE Transactions on Information Forensics and Security

Article	Citations
Visible-Infrared Person Re-Identification via Homogeneous Augmented Tri-Modal Learning	190
Combining Graph-Based Learning With Automated Data Collection for Code Vulnerability Detection	148
Accurate Decentralized Application Identification via Encrypted Traffic Analysis Using Graph Neural Networks	147
Privacy-Enhanced Federated Learning Against Poisoning Adversaries	141
Towards Scalable and Channel-Robust Radio Frequency Fingerprint Identification for LoRa	134
VAE-Stega: Linguistic Steganography Based on Variational Auto-Encoder	130
VeriFL: Communication-Efficient and Fast Verifiable Aggregation for Federated Learning	128
A Siamese CNN for Image Steganalysis	124
Smart and Practical Privacy-Preserving Data Aggregation for Fog-Based Smart Grids	122
Improving Physical Layer Security of Uplink NOMA via Energy Harvesting Jammers	117
An Automatic Cost Learning Framework for Image Steganography Using Deep Reinforcement Learning	106
ShieldFL: Mitigating Model Poisoning Attacks in Privacy-Preserving Federated Learning	104
Towards Transferable Adversarial Attack Against Deep Face Recognition	99
Privacy-Preserving Byzantine-Robust Federated Learning via Blockchain Systems	98
Radio Frequency Fingerprint Identification for Narrowband Systems, Modelling and Classification	97
MTD-Net: Learning to Detect Deepfakes Images by Multi-Scale Texture Difference	97
Privacy–Enhancing Face Biometrics: A Comprehensive Survey	92
Unsupervised Adversarial Domain Adaptation for Cross-Domain Face Presentation Attack Detection	87
Functionality-Preserving Black-Box Optimization of Adversarial Windows Malware	86
Secure and Lightweight Conditional Privacy-Preserving Authentication for Securing Traffic Emergency Messages in VANETs	82
Image Tampering Localization Using a Dense Fully Convolutional Network	79
Secrecy Rate Optimization for Intelligent Reflecting Surface Assisted MIMO System	79
A Performance-Sensitive Malware Detection System Using Deep Learning on Mobile Devices	74
Attribute-Aligned Domain-Invariant Feature Learning for Unsupervised Domain Adaptation Person Re-Identification	72
Privacy-Preserving Aggregation-Authentication Scheme for Safety Warning System in Fog-Cloud Based VANET	71

Privacy-Preserving Object Detection for Medical Images With Faster R-CNN	70
Physical Layer Security Enhancement With Reconfigurable Intelligent Surface-Aided Networks	70
Fine-Grained Webpage Fingerprinting Using Only Packet Length Information of Encrypted Traffic	70
Face Anti-Spoofing via Adversarial Cross-Modality Translation	69
Privacy-Preserving Localization for Underwater Sensor Networks via Deep Reinforcement Learning	68
Covert Wireless Communications Under Quasi-Static Fading With Channel Uncertainty	67
Dynamic Tri-Level Relation Mining With Attentive Graph for Visible Infrared Re-Identification	66
PolyShard: Coded Sharding Achieves Linearly Scaling Efficiency and Security Simultaneously	64
An Explainable AI-Based Intrusion Detection System for DNS Over HTTPS (DoH) Attacks	61
Specific Emitter Identification Based on Multi-Level Sparse Representation in Automatic Identification System	61
Learning One Class Representations for Face Presentation Attack Detection Using Multi-Channel Convolutional Neural Networks	60
Self-Configurable Cyber-Physical Intrusion Detection for Smart Homes Using Reinforcement Learning	58
Secure Dynamic Searchable Symmetric Encryption With Constant Client Storage Cost	58
DRL-FAS: A Novel Framework Based on Deep Reinforcement Learning for Face Anti-Spoofing	58
Joint Optimization of Trajectory, Propulsion, and Thrust Powers for Covert UAV-on-UAV Video Tracking and Surveillance	58
Robust Image Forgery Detection Against Transmission Over Online Social Networks	58
Jamming and Eavesdropping Defense Scheme Based on Deep Reinforcement Learning in Autonomous Vehicle Networks	58
Random Partitioning Forest for Point-Wise and Collective Anomaly Detection—Application to Network Intrusion Detection	57
APMSA: Adversarial Perturbation Against Model Stealing Attacks	57
SMAKA: Secure Many-to-Many Authentication and Key Agreement Scheme for Vehicular Networks	56
Contrastive Context-Aware Learning for 3D High-Fidelity Mask Face Presentation Attack Detection	56
Physical-Layer Authentication Using Multiple Channel-Based Features	55
A Generalizable Model-and-Data Driven Approach for Open-Set RFF Authentication	55
De-Pois: An Attack-Agnostic Defense against Data Poisoning Attacks	54
Learning Meta Pattern for Face Anti-Spoofing	53
Multi-Agent Reinforcement Learning-Based Buffer-Aided Relay Selection in IRS-Assisted Secure Cooperative Networks	52
Enabling Cross-Chain Transactions: A Decentralized Cryptocurrency Exchange Protocol	52
Improving Generalization by Commonality Learning in Face Forgery Detection	52
Fingerprint Spoof Detector Generalization	52
Deep Hashing for Secure Multimodal Biometrics	51
Hunting Vulnerable Smart Contracts via Graph Embedding Based Bytecode Matching	50
Mockingbird: Defending Against Deep-Learning-Based Website Fingerprinting Attacks With Adversarial Traces	50
Adversarial XAI Methods in Cybersecurity	50
Who Is in Control? Practical Physical Layer Attack and Defense for mmWave-Based Sensing in Autonomous Vehicles	49
Public-Key Authenticated Encryption With Keyword Search Supporting Constant Trapdoor Generation and Fast Search	49
K-Time Modifiable and Epoch-Based Redactable Blockchain	48
PVD-FL: A Privacy-Preserving and Verifiable Decentralized Federated Learning Framework	47
Evaluation of the Time Stability and Uniqueness in PPG-Based Biometric System	46
Beam-Domain Anti-Jamming Transmission for Downlink Massive MIMO Systems: A Stackelberg Game Perspective	46
Reinforcement Learning-Based Physical-Layer Authentication for Controller Area Networks	46
Preventing DeepFake Attacks on Speaker Authentication by Dynamic Lip Movement Analysis	46
OBFP: Optimized Blockchain-Based Fair Payment for Outsourcing Computations in Cloud Computing	46
SecureFace: Face Template Protection	46
Gini-Impurity Index Analysis	46
Self-Adversarial Training Incorporating Forgery Attention for Image Forgery Localization	45
Person Re-Identification by Context-Aware Part Attention and Multi-Head Collaborative Learning	45
Conditional Variational Auto-Encoder and Extreme Value Theory Aided Two-Stage Learning Approach for Intelligent Fine-Grained Known/Unknown Intrusion Detection	45
Explicit Optimization of min max Steganographic Game	45
Everybody’s Talkin’: Let Me Talk as You Want	44
Dynamic Multi-Key FHE in Asymmetric Key Setting From LWE	44

An SDN-Enabled Proactive Defense Framework for DDoS Mitigation in IoT Networks	44
The P-DESTRE: A Fully Annotated Dataset for Pedestrian Detection, Tracking, and Short/Long-Term Re-Identification From Aerial Devices	44
Fine-Grained Facial Expression Recognition in the Wild	43
On Maximizing the Sum Secret Key Rate for Reconfigurable Intelligent Surface-Assisted Multiuser Systems	42
The Best Defense Is a Good Offense: Adversarial Attacks to Avoid Modulation Detection	42
Block-Wise Image Transformation With Secret Key for Adversarially Robust Defense	42
Co-Design of Observer-Based Fault Detection Filter and Dynamic Event-Triggered Controller for Wind Power System Under Dual Alterable DoS Attacks	42
Morphing Attack Detection-Database, Evaluation Platform, and Benchmarking	42
Comparison of Statistical and Machine Learning Techniques for Physical Layer Authentication	42
Injecting Reliable Radio Frequency Fingerprints Using Metasurface for the Internet of Things	42
PFA-GAN: Progressive Face Aging With Generative Adversarial Network	42
Multi-Scale and Multi-Direction GAN for CNN-Based Single Palm-Vein Identification	41
Redactable Blockchain in Decentralized Setting	41
Blockchain-Enabled Authenticated Key Agreement Scheme for Mobile Vehicles-Assisted Precision Agricultural IoT Networks	41
DeepSBD: A Deep Neural Network Model With Attention Mechanism for SocialBot Detection	41
P2BA: A Privacy-Preserving Protocol With Batch Authentication Against Semi-Trusted RSUs in Vehicular Ad Hoc Networks	41
Model Inversion Attack by Integration of Deep Generative Models: Privacy-Sensitive Face Generation From a Face Recognition System	41
Detect and Locate: Exposing Face Manipulation by Semantic- and Noise-Level Telltales	40
Towards Query-Efficient Adversarial Attacks Against Automatic Speech Recognition Systems	40
Efficient Dropout-Resilient Aggregation for Privacy-Preserving Machine Learning	40
ISTVT: Interpretable Spatial-Temporal Video Transformer for Deepfake Detection	40
DOReN: Toward Efficient Deep Convolutional Neural Networks with Fully Homomorphic Encryption	40
Understanding Failures in Security Proofs of Multi-Factor Authentication for Mobile Devices	40
CruParamer: Learning on Parameter-Augmented API Sequences for Malware Detection	39
FA-GAN: Face Augmentation GAN for Deformation-Invariant Face Recognition	39
RF Impairment Model-Based IoT Physical-Layer Identification for Enhanced Domain Generalization	39
Achieving Privacy-Preserving and Verifiable Support Vector Machine Training in the Cloud	38
Cooperative Assurance of Cache Data Integrity for Mobile Edge Computing	38
PAST-AI: Physical-Layer Authentication of Satellite Transmitters via Deep Learning	38
FakeLocator: Robust Localization of GAN-Based Face Manipulations	38
Efficient Steganography in JPEG Images by Minimizing Performance of Optimal Detector	37
AVoiD-DF: Audio-Visual Joint Learning for Detecting Deepfake	37
Stealing Neural Network Structure Through Remote FPGA Side-Channel Analysis	37
Rethinking Smart Contract Fuzzing: Fuzzing With Invocation Ordering and Important Branch Revisiting	37
Copy Move Source-Target Disambiguation Through Multi-Branch CNNs	37
PFLF: Privacy-Preserving Federated Learning Framework for Edge Computing	36
Look Locally Infer Globally: A Generalizable Face Anti-Spoofing Approach	36
Efficient Quantum Blockchain With a Consensus Mechanism QDPoS	36
Event-Triggered Interval-Based Anomaly Detection and Attack Identification Methods for an In-Vehicle Network	36
Can We Trust Your Explanations? Sanity Checks for Interpreters in Android Malware Analysis	36
LSFL: A Lightweight and Secure Federated Learning Scheme for Edge Computing	36
F2Trans: High-Frequency Fine-Grained Transformer for Face Forgery Detection	36
Log-Based Anomaly Detection With Robust Feature Extraction and Online Learning	36
Hierarchical Frequency-Assisted Interactive Networks for Face Manipulation Detection	36
Masked Relation Learning for DeepFake Detection	36
Behavior-Aware Account De-Anonymization on Ethereum Interaction Graph	35
Relational Deep Feature Learning for Heterogeneous Face Recognition	35
Application of a Dynamic Line Graph Neural Network for Intrusion Detection With Semisupervised Learning	35
Detecting Overlapped Objects in X-Ray Security Imagery by a Label-Aware Mechanism	34
Sum Secret Key Rate Maximization for TDD Multi-User Massive MIMO Wireless Networks	34
C2CL: Contact to Contactless Fingerprint Matching	34
One Parameter Defense—Defending Against Data Inference Attacks via Differential Privacy	34
Modelling Behavioural Dynamics for Asymmetric Application Layer DDoS Detection	34
Detection of Message Injection Attacks Onto the CAN Bus Using Similarities of Successive Messages-Sequence Graphs	34
Camera Invariant Feature Learning for Generalized Face Anti-Spoofing	33
Finger Vein Recognition via Sparse Reconstruction Error Constrained Low-Rank Representation	33
Nowhere to Hide: Efficiently Identifying Probabilistic Cloning Attacks in Large-Scale RFID Systems	33
Synchronized Provable Data Possession Based on Blockchain for Digital Twin	33
On the Security of Reversible Data Hiding in Encrypted Images by MSB Prediction	33
Learning Multi-Granularity Temporal Characteristics for Face Anti-Spoofing	32
Robust Beamforming Design for Covert Communications	32
VulDetector: Detecting Vulnerabilities Using Weighted Feature Graph Comparison	32
Data-Driven Decision Support for Optimizing Cyber Forensic Investigations	32
Walking on the Edge: Fast, Low-Distortion Adversarial Examples	32
Surface and Internal Fingerprint Reconstruction From Optical Coherence Tomography Through Convolutional Neural Network	32
Brain-Inspired Golden Chip Free Hardware Trojan Detection	32
Stealthy MTD Against Unsupervised Learning-Based Blind FDI Attacks in Power Systems	32
LiSiam: Localization Invariance Siamese Network for Deepfake Detection	32
Stop-and-Go: Exploring Backdoor Attacks on Deep Reinforcement Learning-Based Traffic Congestion Control Systems	32
Secure and Lightweight User Authentication Scheme for Cloud-Assisted Internet of Things	31
Zero-Forcing Beamforming for Active and Passive Eavesdropper Mitigation in Visible Light Communication Systems	31
Practical Multi-Party Private Set Intersection Protocols	31
A Differentially Private Game Theoretic Approach for Deceiving Cyber Adversaries	31
Joint Discriminative Sparse Coding for Robust Hand-Based Multimodal Recognition	31
3PAA: A Private PUF Protocol for Anonymous Authentication	31
Pilot Contamination Attack Detection for 5G MmWave Grant-Free IoT Networks	31
A Dataset and Benchmark for Multimodal Biometric Recognition Based on Fingerprint and Finger Vein	31
CALPA-NET: Channel-Pruning-Assisted Deep Residual Network for Steganalysis of Digital Images	31
Neural Network Modeling Attacks on Arbiter-PUF-Based Designs	30
Server-Aided Bilateral Access Control for Secure Data Sharing With Dynamic User Groups	30

High-Fidelity Face Manipulation With Extreme Poses and Expressions	30
PulseEdit: Editing Physiological Signals in Facial Videos for Privacy Protection	30
Deep Neural Backdoor in Semi-Supervised Learning: Threats and Countermeasures	29
Multi-Level Reversible Data Anonymization via Compressive Sensing and Data Hiding	29
Joint Differential Game and Double Deep Q-Networks for Suppressing Malware Spread in Industrial Internet of Things	29
On Pilot Spoofing Attack in Massive MIMO Systems: Detection and Countermeasure	29
Secure Frequency Control of Hybrid Power System Under DoS Attacks via Lie Algebra	29
Overcoming Data Limitations: A Few-Shot Specific Emitter Identification Method Using Self-Supervised Learning and Adversarial Augmentation	29
Multiuser MIMO Concept for Physical Layer Security in Multibeam Satellite Systems	29
Privacy-Aware Time-Series Data Sharing With Deep Reinforcement Learning	28
Enabling Efficient and Strong Privacy-Preserving Truth Discovery in Mobile Crowdsensing	28
A New Adversarial Embedding Method for Enhancing Image Steganography	28
Redactable Blockchain From Decentralized Chameleon Hash Functions	28
Effective and Robust Physical-World Attacks on Deep Learning Face Recognition Systems	28
Attack-Resilient Optimal PMU Placement via Reinforcement Learning Guided Tree Search in Smart Grids	28
Generalized Likelihood Ratio Test for GNSS Spoofing Detection in Devices With IMU	28
Joint Beam Training and Data Transmission Design for Covert Millimeter-Wave Communication	28
Gendered Differences in Face Recognition Accuracy Explained by Hairstyles, Makeup, and Facial Morphology	27
Physical Layer Secure MIMO Communications Against Eavesdroppers With Arbitrary Number of Antennas	27
Exploiting Channel Gain and Phase Noise for PHY-Layer Authentication in Massive MIMO Systems	27
Safe Exploration in Wireless Security: A Safe Reinforcement Learning Algorithm With Hierarchical Structure	27
UNSAIL: Thwarting Oracle-Less Machine Learning Attacks on Logic Locking	27
THREATRACE: Detecting and Tracing Host-Based Threats in Node Level Through Provenance Graph Learning	27
Copula-Based Analysis of Physical Layer Security Performances Over Correlated Rayleigh Fading Channels	27
Study of Pre-Processing Defenses Against Adversarial Attacks on State-of-the-Art Speaker Recognition Systems	27
Personalized Federated Learning With Differential Privacy and Convergence Guarantee	27
Robust Secure Beamforming for Intelligent Reflecting Surface Assisted Full-Duplex MISO Systems	27
Valkyrie: Vulnerability Assessment Tool and Attack for Provably-Secure Logic Locking Techniques	26
A Transfer Learning Approach for Securing Resource-Constrained IoT Devices	26
An Efficient Identity-Based Provable Data Possession Protocol With Compressed Cloud Storage	26
Occlusion-Aware Human Mesh Model-Based Gait Recognition	26
Secure and Efficient Multi-Signature Schemes for Fabric: An Enterprise Blockchain Platform	26
Intrusion Detection Scheme With Dimensionality Reduction in Next Generation Networks	26
Generative Steganography via Auto-Generation of Semantic Object Contours	26
FLCert: Provably Secure Federated Learning Against Poisoning Attacks	26
Transform Domain-Based Invertible and Lossless Secret Image Sharing With Authentication	26
SAP-SSE: Protecting Search Patterns and Access Patterns in Searchable Symmetric Encryption	26
Nelder-Mead Simplex Channel Estimation for the RF-DNA Fingerprinting of OFDM Transmitters Under Rayleigh Fading Conditions	26
TRACE: Enterprise-Wide Provenance Tracking for Real-Time APT Detection	26
Semi-Supervised Natural Face De-Occlusion	26
Modulation Classification Based on Fourth-Order Cumulants of Superposed Signal in NOMA Systems	26
Gradient Leakage Attack Resilient Deep Learning	26
MAAD-Face: A Massively Annotated Attribute Dataset for Face Images	25
One Cycle Attack: Fool Sensor-Based Personal Gait Authentication With Clustering	25
Federated Graph Neural Network for Fast Anomaly Detection in Controller Area Networks	25
Treating Interference as Noise Is Optimal for Covert Communication Over Interference Channels	25
Adaptive Multi-Trace Carving for Robust Frequency Tracking in Forensic Applications	25
Towards Private Learning on Decentralized Graphs With Local Differential Privacy	25
Artificial Noise-Aided MIMO Physical Layer Authentication With Imperfect CSI	25
Personal Privacy Protection via Irrelevant Faces Tracking and Pixelation in Video Live Streaming	25
Robust Iris Presentation Attack Detection Fusing 2D and 3D Information	25
FiFTy: Large-Scale File Fragment Type Identification Using Convolutional Neural Networks	25
PriScore: Blockchain-Based Self-Tallying Election System Supporting Score Voting	25
Efficient and Privacy-Preserving Multi-Party Skyline Queries Over Encrypted Data	25
Integrating Part-Object Relationship and Contrast for Camouflaged Object Detection	25
ForgeryNIR: Deep Face Forgery and Detection in Near-Infrared Scenario	25
Securing Reconfigurable Intelligent Surface-Aided Cell-Free Networks	24
A Privacy-Preserving Online Ride-Hailing System Without Involving a Third Trusted Server	24
Enhanced Secrecy Performance of Multihop IoT Networks With Cooperative Hybrid-Duplex Jamming	24
A Practical Fog-Based Privacy-Preserving Online Car-Hailing Service System	24
Learning Joint and Specific Patterns: A Unified Sparse Representation for Off-the-Person ECG Biometric Recognition	24
On the Physical Layer Security of Untrusted Millimeter Wave Relaying Networks: A Stochastic Geometry Approach	24
Enabling Efficient Spatial Keyword Queries on Encrypted Data With Strong Security Guarantees	24
Multi-Channel Remote Photoplethysmography Correspondence Feature for 3D Mask Face Presentation Attack Detection	24
Dual-Branch Meta-Learning Network With Distribution Alignment for Face Anti-Spoofing	24
Secure Automatic Speaker Verification (SASV) System Through sm-ALTP Features and Asymmetric Bagging	23
TnT Attacks! Universal Naturalistic Adversarial Patches Against Deep Neural Network Systems	23
A3GAN: An Attribute-Aware Attentive Generative Adversarial Network for Face Aging	23
Memory-Modulated Transformer Network for Heterogeneous Face Recognition	23
Physical-Layer Secret Key Generation via CQI-Mapped Spatial Modulation in Multi-Hop Wiretap Ad-Hoc Networks	23
Periocular-Assisted Multi-Feature Collaboration for Dynamic Iris Recognition	23
Privacy-Preserving Distributed Processing: Metrics, Bounds and Algorithms	23
Eye Know You Too: Toward Viable End-to-End Eye Movement Biometrics for User Authentication	23
Iris Liveness Detection Using a Cascade of Dedicated Deep Learning Networks	23
Achieving Covert Wireless Communication With a Multi-Antenna Relay	23
Dual Adversarial Disentanglement and Deep Representation Decorrelation for NIR-VIS Face Recognition	23
Multi-Scale Gradients Self-Attention Residual Learning for Face Photo-Sketch Transformation	23
Secure Millimeter-Wave Ad Hoc Communications Using Physical Layer Security	23
On the Physical Layer Security of the Cooperative Rate-Splitting-Aided Downlink in UAV Networks	23
Single-Leader-Multiple-Followers Stackelberg Security Game With Hypergame Framework	22
Source Camera Verification for Strongly Stabilized Videos	22
Defending Support Vector Machines Against Data Poisoning Attacks	22
Amplitude-Varying Perturbation for Balancing Privacy and Utility in Federated Learning	22
A Flexible Sharding Blockchain Protocol Based on Cross-Shard Byzantine Fault Tolerance	22
Rate-Splitting Multiple Access for Communications and Jamming in Multi-Antenna Multi-Carrier Cognitive Radio Systems	22
Modern Privacy-Preserving Record Linkage Techniques: An Overview	22
From RGB to Depth: Domain Transfer Network for Face Anti-Spoofing	22
Private Set Intersection With Authorization Over Outsourced Encrypted Datasets	22
On Joint Optimization of Automatic Speaker Verification and Anti-Spoofing in the Embedding Space	22
Natural Steganography in JPEG Domain With a Linear Development Pipeline	21
Toward Length-Versatile and Noise-Robust Radio Frequency Fingerprint Identification	21
A Multi-Filter Fingerprint Matching Framework for Cancelable Template Design	21
Seeing Traffic Paths: Encrypted Traffic Classification With Path Signature Features	21
Generative Adversarial Attacks Against Deep-Learning-Based Camera Model Identification	21
CBACS: A Privacy-Preserving and Efficient Cache-Based Access Control Scheme for Software Defined Vehicular Networks	21