IEEE Transactions on Information Forensics and Security

Article	Citations
Visible-Infrared Person Re-Identification via Homogeneous Augmented Tri-Modal Learning	167
Combining Graph-Based Learning With Automated Data Collection for Code Vulnerability Detection	114
VAE-Stega: Linguistic Steganography Based on Variational Auto-Encoder	113
Smart and Practical Privacy-Preserving Data Aggregation for Fog-Based Smart Grids	108
Accurate Decentralized Application Identification via Encrypted Traffic Analysis Using Graph Neural Networks	105
Towards Scalable and Channel-Robust Radio Frequency Fingerprint Identification for LoRa	100
Improving Physical Layer Security of Uplink NOMA via Energy Harvesting Jammers	99
A Siamese CNN for Image Steganalysis	99
Privacy-Enhanced Federated Learning Against Poisoning Adversaries	91
VeriFL: Communication-Efficient and Fast Verifiable Aggregation for Federated Learning	89
An Automatic Cost Learning Framework for Image Steganography Using Deep Reinforcement Learning	86
MTD-Net: Learning to Detect Deepfakes Images by Multi-Scale Texture Difference	77
Towards Transferable Adversarial Attack Against Deep Face Recognition	75
Unsupervised Adversarial Domain Adaptation for Cross-Domain Face Presentation Attack Detection	74
Functionality-Preserving Black-Box Optimization of Adversarial Windows Malware	74
Secure and Lightweight Conditional Privacy-Preserving Authentication for Securing Traffic Emergency Messages in VANETs	70
A Performance-Sensitive Malware Detection System Using Deep Learning on Mobile Devices	66
Radio Frequency Fingerprint Identification for Narrowband Systems, Modelling and Classification	64
Privacy–Enhancing Face Biometrics: A Comprehensive Survey	64
Secrecy Rate Optimization for Intelligent Reflecting Surface Assisted MIMO System	62
Attribute-Aligned Domain-Invariant Feature Learning for Unsupervised Domain Adaptation Person Re-Identification	61
Privacy-Preserving Object Detection for Medical Images With Faster R-CNN	60
Privacy-Preserving Localization for Underwater Sensor Networks via Deep Reinforcement Learning	59
PolyShard: Coded Sharding Achieves Linearly Scaling Efficiency and Security Simultaneously	58
ShieldFL: Mitigating Model Poisoning Attacks in Privacy-Preserving Federated Learning	58

Face Anti-Spoofing via Adversarial Cross-Modality Translation	56
Covert Wireless Communications Under Quasi-Static Fading With Channel Uncertainty	55
Image Tampering Localization Using a Dense Fully Convolutional Network	54
Privacy-Preserving Aggregation-Authentication Scheme for Safety Warning System in Fog-Cloud Based VANET	53
Fine-Grained Webpage Fingerprinting Using Only Packet Length Information of Encrypted Traffic	53
Physical Layer Security Enhancement With Reconfigurable Intelligent Surface-Aided Networks	53
Privacy-Preserving Byzantine-Robust Federated Learning via Blockchain Systems	53
Dynamic Tri-Level Relation Mining With Attentive Graph for Visible Infrared Re-Identification	52
Learning One Class Representations for Face Presentation Attack Detection Using Multi-Channel Convolutional Neural Networks	52
Specific Emitter Identification Based on Multi-Level Sparse Representation in Automatic Identification System	51
Self-Configurable Cyber-Physical Intrusion Detection for Smart Homes Using Reinforcement Learning	50
DRL-FAS: A Novel Framework Based on Deep Reinforcement Learning for Face Anti-Spoofing	49
APMSA: Adversarial Perturbation Against Model Stealing Attacks	47
SMAKA: Secure Many-to-Many Authentication and Key Agreement Scheme for Vehicular Networks	46
Secure Dynamic Searchable Symmetric Encryption With Constant Client Storage Cost	45
Joint Optimization of Trajectory, Propulsion, and Thrust Powers for Covert UAV-on-UAV Video Tracking and Surveillance	45
Multi-Agent Reinforcement Learning-Based Buffer-Aided Relay Selection in IRS-Assisted Secure Cooperative Networks	44
Beam-Domain Anti-Jamming Transmission for Downlink Massive MIMO Systems: A Stackelberg Game Perspective	43
De-Pois: An Attack-Agnostic Defense against Data Poisoning Attacks	43
Deep Hashing for Secure Multimodal Biometrics	43
Reinforcement Learning-Based Physical-Layer Authentication for Controller Area Networks	42
Fingerprint Spoof Detector Generalization	42
Physical-Layer Authentication Using Multiple Channel-Based Features	42
Random Partitioning Forest for Point-Wise and Collective Anomaly Detection—Application to Network Intrusion Detection	42
A Generalizable Model-and-Data Driven Approach for Open-Set RFF Authentication	42
Jamming and Eavesdropping Defense Scheme Based on Deep Reinforcement Learning in Autonomous Vehicle Networks	42
Dynamic Multi-Key FHE in Asymmetric Key Setting From LWE	41
Learning Meta Pattern for Face Anti-Spoofing	40
Evaluation of the Time Stability and Uniqueness in PPG-Based Biometric System	39
Improving Generalization by Commonality Learning in Face Forgery Detection	39
Fine-Grained Facial Expression Recognition in the Wild	39
Contrastive Context-Aware Learning for 3D High-Fidelity Mask Face Presentation Attack Detection	39
Enabling Cross-Chain Transactions: A Decentralized Cryptocurrency Exchange Protocol	39
Mockingbird: Defending Against Deep-Learning-Based Website Fingerprinting Attacks With Adversarial Traces	39
Person Re-Identification by Context-Aware Part Attention and Multi-Head Collaborative Learning	38
Gini-Impurity Index Analysis	38
Robust Image Forgery Detection Against Transmission Over Online Social Networks	38
Block-Wise Image Transformation With Secret Key for Adversarially Robust Defense	38
Explicit Optimization of min max Steganographic Game	38
PFA-GAN: Progressive Face Aging With Generative Adversarial Network	37
An Explainable AI-Based Intrusion Detection System for DNS Over HTTPS (DoH) Attacks	37
Multi-Scale and Multi-Direction GAN for CNN-Based Single Palm-Vein Identification	37
Who Is in Control? Practical Physical Layer Attack and Defense for mmWave-Based Sensing in Autonomous Vehicles	37
Comparison of Statistical and Machine Learning Techniques for Physical Layer Authentication	36
OBFP: Optimized Blockchain-Based Fair Payment for Outsourcing Computations in Cloud Computing	36
SecureFace: Face Template Protection	36
K-Time Modifiable and Epoch-Based Redactable Blockchain	36
Model Inversion Attack by Integration of Deep Generative Models: Privacy-Sensitive Face Generation From a Face Recognition System	35
Hunting Vulnerable Smart Contracts via Graph Embedding Based Bytecode Matching	35
DOReN: Toward Efficient Deep Convolutional Neural Networks with Fully Homomorphic Encryption	35

Morphing Attack Detection-Database, Evaluation Platform, and Benchmarking	35
Towards Query-Efficient Adversarial Attacks Against Automatic Speech Recognition Systems	34
The P-DESTRE: A Fully Annotated Dataset for Pedestrian Detection, Tracking, and Short/Long-Term Re-Identification From Aerial Devices	34
Preventing DeepFake Attacks on Speaker Authentication by Dynamic Lip Movement Analysis	34
Adversarial XAI Methods in Cybersecurity	33
FA-GAN: Face Augmentation GAN for Deformation-Invariant Face Recognition	33
Look Locally Infer Globally: A Generalizable Face Anti-Spoofing Approach	33
DeepSBD: A Deep Neural Network Model With Attention Mechanism for SocialBot Detection	32
Relational Deep Feature Learning for Heterogeneous Face Recognition	32
P2BA: A Privacy-Preserving Protocol With Batch Authentication Against Semi-Trusted RSUs in Vehicular Ad Hoc Networks	32
An SDN-Enabled Proactive Defense Framework for DDoS Mitigation in IoT Networks	32
Redactable Blockchain in Decentralized Setting	31
Conditional Variational Auto-Encoder and Extreme Value Theory Aided Two-Stage Learning Approach for Intelligent Fine-Grained Known/Unknown Intrusion Detection	31
Injecting Reliable Radio Frequency Fingerprints Using Metasurface for the Internet of Things	31
C2CL: Contact to Contactless Fingerprint Matching	31
On the Security of Reversible Data Hiding in Encrypted Images by MSB Prediction	31
Everybody’s Talkin’: Let Me Talk as You Want	31
Log-Based Anomaly Detection With Robust Feature Extraction and Online Learning	30
FakeLocator: Robust Localization of GAN-Based Face Manipulations	30
A Differentially Private Game Theoretic Approach for Deceiving Cyber Adversaries	29
Co-Design of Observer-Based Fault Detection Filter and Dynamic Event-Triggered Controller for Wind Power System Under Dual Alterable DoS Attacks	29
Walking on the Edge: Fast, Low-Distortion Adversarial Examples	29
Can We Trust Your Explanations? Sanity Checks for Interpreters in Android Malware Analysis	29
Nowhere to Hide: Efficiently Identifying Probabilistic Cloning Attacks in Large-Scale RFID Systems	29
High-Fidelity Face Manipulation With Extreme Poses and Expressions	29
Copy Move Source-Target Disambiguation Through Multi-Branch CNNs	29
Sum Secret Key Rate Maximization for TDD Multi-User Massive MIMO Wireless Networks	29
Self-Adversarial Training Incorporating Forgery Attention for Image Forgery Localization	29
On Maximizing the Sum Secret Key Rate for Reconfigurable Intelligent Surface-Assisted Multiuser Systems	29
The Best Defense Is a Good Offense: Adversarial Attacks to Avoid Modulation Detection	29
Stealthy MTD Against Unsupervised Learning-Based Blind FDI Attacks in Power Systems	28
CALPA-NET: Channel-Pruning-Assisted Deep Residual Network for Steganalysis of Digital Images	28
Stealing Neural Network Structure Through Remote FPGA Side-Channel Analysis	28
Cooperative Assurance of Cache Data Integrity for Mobile Edge Computing	28
Public-Key Authenticated Encryption With Keyword Search Supporting Constant Trapdoor Generation and Fast Search	28
Finger Vein Recognition via Sparse Reconstruction Error Constrained Low-Rank Representation	27
Brain-Inspired Golden Chip Free Hardware Trojan Detection	27
Joint Discriminative Sparse Coding for Robust Hand-Based Multimodal Recognition	27
Modelling Behavioural Dynamics for Asymmetric Application Layer DDoS Detection	27
CruParamer: Learning on Parameter-Augmented API Sequences for Malware Detection	27
Camera Invariant Feature Learning for Generalized Face Anti-Spoofing	26
Deep Neural Backdoor in Semi-Supervised Learning: Threats and Countermeasures	26
Multi-Level Reversible Data Anonymization via Compressive Sensing and Data Hiding	26
PVD-FL: A Privacy-Preserving and Verifiable Decentralized Federated Learning Framework	26
RF Impairment Model-Based IoT Physical-Layer Identification for Enhanced Domain Generalization	26
Pilot Contamination Attack Detection for 5G MmWave Grant-Free IoT Networks	26
Surface and Internal Fingerprint Reconstruction From Optical Coherence Tomography Through Convolutional Neural Network	26
Data-Driven Decision Support for Optimizing Cyber Forensic Investigations	26
Detect and Locate: Exposing Face Manipulation by Semantic- and Noise-Level Telltales	26
Stop-and-Go: Exploring Backdoor Attacks on Deep Reinforcement Learning-Based Traffic Congestion Control Systems	26
On Pilot Spoofing Attack in Massive MIMO Systems: Detection and Countermeasure	25
Joint Beam Training and Data Transmission Design for Covert Millimeter-Wave Communication	25
VulDetector: Detecting Vulnerabilities Using Weighted Feature Graph Comparison	25
3PAA: A Private PUF Protocol for Anonymous Authentication	25
Physical Layer Secure MIMO Communications Against Eavesdroppers With Arbitrary Number of Antennas	24
SAP-SSE: Protecting Search Patterns and Access Patterns in Searchable Symmetric Encryption	24
Generalized Likelihood Ratio Test for GNSS Spoofing Detection in Devices With IMU	24
One Parameter Defense—Defending Against Data Inference Attacks via Differential Privacy	24
Adaptive Multi-Trace Carving for Robust Frequency Tracking in Forensic Applications	24
Robust Beamforming Design for Covert Communications	24
Multiuser MIMO Concept for Physical Layer Security in Multibeam Satellite Systems	23
UNSAIL: Thwarting Oracle-Less Machine Learning Attacks on Logic Locking	23
Blockchain-Enabled Authenticated Key Agreement Scheme for Mobile Vehicles-Assisted Precision Agricultural IoT Networks	23
Learning Joint and Specific Patterns: A Unified Sparse Representation for Off-the-Person ECG Biometric Recognition	23
Event-Triggered Interval-Based Anomaly Detection and Attack Identification Methods for an In-Vehicle Network	23
Nelder-Mead Simplex Channel Estimation for the RF-DNA Fingerprinting of OFDM Transmitters Under Rayleigh Fading Conditions	23
Semi-Supervised Natural Face De-Occlusion	23
Synchronized Provable Data Possession Based on Blockchain for Digital Twin	23
Rethinking Smart Contract Fuzzing: Fuzzing With Invocation Ordering and Important Branch Revisiting	23
Privacy-Aware Time-Series Data Sharing With Deep Reinforcement Learning	23
Exploiting Channel Gain and Phase Noise for PHY-Layer Authentication in Massive MIMO Systems	23
Learning Multi-Granularity Temporal Characteristics for Face Anti-Spoofing	22
Detecting Overlapped Objects in X-Ray Security Imagery by a Label-Aware Mechanism	22
Transform Domain-Based Invertible and Lossless Secret Image Sharing With Authentication	22
Artificial Noise-Aided MIMO Physical Layer Authentication With Imperfect CSI	22
Generative Adversarial Attacks Against Deep-Learning-Based Camera Model Identification	22
Achieving Privacy-Preserving and Verifiable Support Vector Machine Training in the Cloud	22
A Transfer Learning Approach for Securing Resource-Constrained IoT Devices	22
Efficient Steganography in JPEG Images by Minimizing Performance of Optimal Detector	22
Zero-Forcing Beamforming for Active and Passive Eavesdropper Mitigation in Visible Light Communication Systems	22

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