ACM Computing Surveys

Article	Citations
Characterization of Android Malwares and their families	2016
Review and Analysis of FPGA and ASIC Implementations of NIST Lightweight Cryptography Finalists	1604
Deep Learning Based Image Aesthetic Quality Assessment- A Review	1456
Data Readiness for AI: A 360-Degree Survey	1064
Testbeds and Evaluation Frameworks for Anomaly Detection within Built Environments: A Systematic Review	998
Down the Rabbit Hole: Detecting Online Extremism, Radicalisation, and Politicised Hate Speech	738
A Systematic Survey on Android API Usage for Data-driven Analytics with Smartphones	553
What Are the Attackers Doing Now? Automating Cyberthreat Intelligence Extraction from Text on Pace with the Changing Threat Landscape: A Survey	524
Semantic Data Integration and Querying: A Survey and Challenges	485
Handling Iterations in Distributed Dataflow Systems	479
Beyond Smart Homes: An In-Depth Analysis of Smart Aging Care System Security	476
Cryptographic Primitives in Script-based and Scriptless Payment Channel Networks: A Survey	449
A Survey on the Unmanned Aircraft System Traffic Management	396
A Survey of Heuristics for Profile and Wavefront Reductions	362
Regulating Information and Network Security: Review and Challenges	360
Human Induction in Machine Learning	353
A Survey on Exotic Signatures for Post-quantum Blockchain: Challenges and Research Directions	345
Towards Smart Education through Internet of Things: A Survey	339
Counterfactual Explanations and Algorithmic Recourses for Machine Learning: A Review	338
A Comprehensive Survey on Biclustering-based Collaborative Filtering	329
PURE: A Framework for Analyzing Proximity-based Contact Tracing Protocols	307
A Survey of Binary Code Similarity	295
Trustworthy AI-based Performance Diagnosis Systems for Cloud Applications: A Review	269
A Comprehensive Review on Group Re-identification in Surveillance Videos	257
Trustworthy Distributed AI Systems: Robustness, Privacy, and Governance	251

A Comprehensive Survey of Benchmarks for Improvement of Software's Non-Functional Properties	246
A Survey on Speech Deepfake Detection	238
ENDEMIC: End-to-End Network Disruptions – Examining Middleboxes, Issues, and Countermeasures – A Survey	237
Adaptive Strategies in Enhancing Physical Layer Security: A Comprehensive Survey	233
Social Media Identity Deception Detection	230
Secure Robotics: Navigating Challenges at the Nexus of Safety, Trust, and Cybersecurity in Cyber-Physical Systems	229
A Systematic Mapping Study on Quantum and Quantum-inspired Algorithms in Operations Research	228
A Survey on Empirical Security Analysis of Access-control Systems: A Real-world Perspective	216
Deep Learning for Variable Renewable Energy: A Systematic Review	214
A Taxonomy and Analysis of Misbehaviour Detection in Cooperative Intelligent Transport Systems: A Systematic Review	214
A Survey on Stability of Learning with Limited Labelled Data and its Sensitivity to the Effects of Randomness	210
Open-Ethical AI: Advancements in Open-Source Human-Centric Neural Language Models	205
Fuzzy Logic in Surveillance Big Video Data Analysis	200
3D Brain and Heart Volume Generative Models: A Survey	197
A Survey on Mapping Semi-Structured Data and Graph Data to Relational Data	192
The Role of Formalism in System Requirements	190
A Survey on Seismic Sensor based Target Detection, Localization, Identification, and Activity Recognition	188
Redefining Counterfactual Explanations for Reinforcement Learning: Overview, Challenges and Opportunities	180
Intelligent Edge-powered Data Reduction: A Systematic Literature Review	177
Defect Categorization in Compilers: A Multi-vocal Literature Review	174
A Systematic Review of Data Quality in CPS and IoT for Industry 4.0	173
Vision-based Autonomous Vehicle Recognition	173
A Survey of Approaches to Unobtrusive Sensing of Humans	169
3D Scene Geometry Estimation from 360° Imagery: A Survey	161
Self-tuning Database Systems: A Systematic Literature Review of Automatic Database Schema Design and Tuning	161
Extensions of Fuzzy Cognitive Maps: A Systematic Review	156
A Survey of Techniques for Fulfilling the Time-Bound Requirements of Time-Sensitive IoT Applications	155
Approaches to Conflict-free Replicated Data Types	155
Sentiment Analysis for the Natural Environment: A Systematic Review	152
A Review of Olfactory Display Designs for Virtual Reality Environments	152
Left Ventricle Segmentation in Cardiac MR: A Systematic Mapping of the Past Decade	148
Machine Learning with Confidential Computing: A Systematization of Knowledge	147
Cognition in Software Engineering: A Taxonomy and Survey of a Half-Century of Research	145
A Scoping Survey on Cross-reality Systems	143
Image and Video Coding Techniques for Ultra-low Latency	141
A Meta-Study of Software-Change Intentions	141
Digital Food Sensing and Ingredient Analysis Techniques to Facilitate Human-Food Interface Designs	140
Automatic Story Generation	138
Timed Automata as a Formalism for Expressing Security: A Survey on Theory and Practice	138
Human Body Pose Estimation for Gait Identification: A Comprehensive Survey of Datasets and Models	137
Recent Advances in Baggage Threat Detection: A Comprehensive and Systematic Survey	135
Lexical Complexity Prediction: An Overview	134
Fairness in Ranking, Part II: Learning-to-Rank and Recommender Systems	129
Approximation Opportunities in Edge Computing Hardware: A Systematic Literature Review	129
A Survey of Threats to Research Literature-dependent Medical AI Solutions	126
Machine Learning and Physics: A Survey of Integrated Models	124
Demystify the Fuzzing Methods: A Comprehensive Survey	122
Defenses to Membership Inference Attacks: A Survey	122
Privacy Intelligence: A Survey on Image Privacy in Online Social Networks	122
Comprehensive and Comparative Analysis of QCA-based Circuit Designs for Next-generation Computation	122

Early Detection of Bark Beetle Attack Using Remote Sensing and Machine Learning: A Review	122
A Survey of Deep Learning for Low-shot Object Detection	121
Assessing the Performance of Interactive Multiobjective Optimization Methods	121
A Survey of Generative Adversarial Networks for Synthesizing Structured Electronic Health Records	121
From Detection to Application: Recent Advances in Understanding Scientific Tables and Figures	120
Toward Trustworthy Artificial Intelligence (TAI) in the Context of Explainability and Robustness	117
DevOps Metrics and KPIs: A Multivocal Literature Review	114
The Internet of Bio-Nano Things with Insulin-Glucose, Security and Research Challenges: A Survey	114
A Comprehensive Review and New Taxonomy on Superpixel Segmentation	114
Understanding Online Privacy—A Systematic Review of Privacy Visualizations and Privacy by Design Guidelines	114
A Survey on Security of UAV Swarm Networks: Attacks and Countermeasures	113
Towards Trustworthy Machine Learning in Production: An Overview of the Robustness in MLOps Approach	112
A Survey of Binary Code Fingerprinting Approaches: Taxonomy, Methodologies, and Features	112
A Survey of Orthogonal Moments for Image Representation: Theory, Implementation, and Evaluation	112
A Survey of Protocol Fuzzing	111
Qualitative Approaches to Voice UX	111
Machine Learning for Detecting Data Exfiltration	110
Temporal Relation Extraction in Clinical Texts	109
A Survey on String Constraint Solving	109
A Survey of Next-generation Computing Technologies in Space-air-ground Integrated Networks	107
Blockchain-Based Digital Twins: Research Trends, Issues, and Future Challenges	106
Survey on Haptic Feedback through Sensory Illusions in Interactive Systems	105
Security Approaches for Data Provenance in the Internet of Things: A Systematic Literature Review	104
A Survey on Embedding Dynamic Graphs	103
A Systematic Literature Review on Automated Software Vulnerability Detection Using Machine Learning	102
Exploring Neuromorphic Computing Based on Spiking Neural Networks: Algorithms to Hardware	101
Gotta CAPTCHA ’Em All: A Survey of 20 Years of the Human-or-computer Dilemma	99
Dimensionality Reduction Methods for Brain Imaging Data Analysis	99
Probabilistic Rule Learning Systems	98
Scarcity of Labels in Non-Stationary Data Streams: A Survey	97
A Survey on Graph Counterfactual Explanations: Definitions, Methods, Evaluation, and Research Challenges	96
Neural Architecture Search Survey: A Hardware Perspective	96
A Survey of Computer Vision Technologies in Urban and Controlled-environment Agriculture	95
A Comprehensive Review on IoT Marketplace Matchmaking: Approaches, Opportunities and Challenges	92
Igniting Language Intelligence: The Hitchhiker’s Guide from Chain-of-Thought Reasoning to Language Agents	92
Self-adaptive Federated Learning in Internet of Things Systems: A Review	91
A Comprehensive Survey and Taxonomy on Single Image Dehazing Based on Deep Learning	90
Explainable Deep Learning Methods in Medical Image Classification: A Survey	90
A Systematic Review of API Evolution Literature	89
Explainable Reinforcement Learning: A Survey and Comparative Review	89
The Eye in Extended Reality: A Survey on Gaze Interaction and Eye Tracking in Head-worn Extended Reality	85
A Guideline on Pseudorandom Number Generation (PRNG) in the IoT	85
Demystifying Graph Databases: Analysis and Taxonomy of Data Organization, System Designs, and Graph Queries	84
A Survey on Semi-supervised Learning for Delayed Partially Labelled Data Streams	84
Optimization Techniques for GPU Programming	83
Implementing Data Exfiltration Defense in Situ: A Survey of Countermeasures and Human Involvement	82
Code Search: A Survey of Techniques for Finding Code	82
On Identity, Transaction, and Smart Contract Privacy on Permissioned and Permissionless Blockchain: A Comprehensive Survey	81
A Comprehensive Analysis of Explainable AI for Malware Hunting	80
Towards Trustworthy AI-Empowered Real-Time Bidding for Online Advertisement Auctioning	79
A Survey of Algorithmic Recourse: Contrastive Explanations and Consequential Recommendations	78
A Comprehensive Survey on Collaborative Data-access Enablers in the IIoT	78
Automated Analysis of Blood Smear Images for Leukemia Detection: A Comprehensive Review	77
Malware Detection with Artificial Intelligence: A Systematic Literature Review	76
Utilizing BERT for Information Retrieval: Survey, Applications, Resources, and Challenges	76
Vehicular Edge Computing: Architecture, Resource Management, Security, and Challenges	76
A Joint Study of the Challenges, Opportunities, and Roadmap of MLOps and AIOps: A Systematic Survey	75
Efficient Transformers: A Survey	75
Brave New GES World: A Systematic Literature Review of Gestures and Referents in Gesture Elicitation Studies	75
Graph Neural Networks in Recommender Systems: A Survey	74
Integrating Scientific Knowledge with Machine Learning for Engineering and Environmental Systems	74
Explainable AI (XAI): Core Ideas, Techniques, and Solutions	73
Deep Learning for Medical Anomaly Detection – A Survey	72
A Survey and an Empirical Evaluation of Multi-View Clustering Approaches	70
A Survey on Data-driven Network Intrusion Detection	70
Survey on Digital Sovereignty and Identity: From Digitization to Digitalization	70
A Survey on Concept Drift in Process Mining	69
Trojan Attacks and Countermeasures on Deep Neural Networks from Life-Cycle Perspective: A Review	68
A Systematic Literature Review of Robust Federated Learning: Issues, Solutions, and Future Research Directions	68
A Comprehensive Survey of Privacy-preserving Federated Learning	67
A Comprehensive Review on Autonomous Navigation	67
A Survey of Graph Neural Networks for Social Recommender Systems	67
Principal Component Analysis	67
Deep Multimodal Data Fusion	67
A Systematic Literature Review on Hardware Reliability Assessment Methods for Deep Neural Networks	66
Assuring the Machine Learning Lifecycle	66
A Review on Fairness in Machine Learning	65
I Know What You Trained Last Summer: A Survey on Stealing Machine Learning Models and Defences	65
Transformers in Vision: A Survey	65
A Survey on Aspect-Based Sentiment Classification	65

Diffusion Models: A Comprehensive Survey of Methods and Applications	65
Efficient Deep Learning: A Survey on Making Deep Learning Models Smaller, Faster, and Better	64
Blockchain-empowered Federated Learning: Challenges, Solutions, and Future Directions	63
A Systematic Review on Data Scarcity Problem in Deep Learning: Solution and Applications	63
Trustworthy Artificial Intelligence: A Review	63
Efficient Automation of Neural Network Design: A Survey on Differentiable Neural Architecture Search	62
Making Sense of Big Data in Intelligent Transportation Systems: Current Trends, Challenges and Future Directions	62
Vertical Federated Learning for Effectiveness, Security, Applicability: A Survey	62
Vehicle Trajectory Data Processing, Analytics, and Applications: A Survey	61
Adversarial Patterns: Building Robust Android Malware Classifiers	61
Personalization in Public Transport Passenger Information Systems: A Systematic Review and Framework	61
I/O in Machine Learning Applications on HPC Systems: A 360-degree Survey	61
A Survey of mmWave Backscatter: Applications, Platforms, and Technologies	60
Human Factors in Phishing Attacks: A Systematic Literature Review	60
A Survey on Uncertainty Estimation in Deep Learning Classification Systems from a Bayesian Perspective	59
A Survey on Resilience in the IoT	59
A Survey of Multi-modal Knowledge Graphs: Technologies and Trends	58
Intelligent Wearable Systems: Opportunities and Challenges in Health and Sports	58
A Survey on the Applications of Semi-supervised Learning to Cyber-security	57
Security Threats, Countermeasures, and Challenges of Digital Supply Chains	57
A Survey on Ransomware: Evolution, Taxonomy, and Defense Solutions	57
A Survey of Privacy Vulnerabilities of Mobile Device Sensors	57
A Survey of Software Log Instrumentation	55
Computing Graph Neural Networks: A Survey from Algorithms to Accelerators	55
Knowledge Distillation on Graphs: A Survey	54
Topic-based Video Analysis	54
Natural Language Processing Methods for Symbolic Music Generation and Information Retrieval: A Survey	54
LoRa Networking Techniques for Large-scale and Long-term IoT: A Down-to-top Survey	54
A Survey on Exploring Real and Virtual Social Network Rumors: State-of-the-Art and Research Challenges	54
Survey on Digital Video Stabilization: Concepts, Methods, and Challenges	53
Contactless Diseases Diagnoses Using Wireless Communication Sensing: Methods and Challenges Survey	53
Security Assessment and Evaluation of VPNs: A Comprehensive Survey	53
Private Graph Data Release: A Survey	53
Deep Learning for Plant Identification and Disease Classification from Leaf Images: Multi-prediction Approaches	53
Application Threats to Exploit Northbound Interface Vulnerabilities in Software Defined Networks	53
An In-Depth Analysis of Password Managers and Two-Factor Authentication Tools	52
Machine Learning in Metaverse Security: Current Solutions and Future Challenges	52
A Survey of Multimodal Learning: Methods, Applications, and Future	52
Towards a Better Understanding of Evaluating Trustworthiness in AI Systems	52
Images in Space and Time	52
Dynamic Testing Techniques of Non-functional Requirements in Mobile Apps: A Systematic Mapping Study	52
Security and Privacy in Unified Communication	51
A Survey on End-User Robot Programming	51
Advancing SDN from OpenFlow to P4: A Survey	51
A Review on Trustworthiness of Digital Assistants for Personal Healthcare	51
Deep Learning Models for Serendipity Recommendations: A Survey and New Perspectives	51
Uncertainty-aware Decisions in Cloud Computing	51
Recent Advances of Differential Privacy in Centralized Deep Learning: A Systematic Survey	51
A Systematic Review of Cross-Lingual Sentiment Analysis: Tasks, Strategies, and Prospects	51
Privacy-Preserving Reputation Systems Based on Blockchain and Other Cryptographic Building Blocks: A Survey	50
A Survey of Real-Time Ethernet Modeling and Design Methodologies: From AVB to TSN	49
A Survey on Voice Assistant Security: Attacks and Countermeasures	49
Constraint Enforcement on Decision Trees: A Survey	49
Network Representation Learning: From Preprocessing, Feature Extraction to Node Embedding	49
A Survey on Hypergraph Mining: Patterns, Tools, and Generators	48
Deep Learning for Cross-Domain Few-Shot Visual Recognition: A Survey	48
Evolutionary Machine Learning: A Survey	48
PLS-SEM for Software Engineering Research	48
Botnet Business Models, Takedown Attempts, and the Darkweb Market: A Survey	48
Split Computing and Early Exiting for Deep Learning Applications: Survey and Research Challenges	48
Rearrangement Distance Problems: An updated survey	48
Introduction to Special Issue on Trustworthy Artificial Intelligence (Part II)	48
Deep Learning Approaches on Image Captioning: A Review	47
Benchmarking Quantum Computers and the Impact of Quantum Noise	46
A Survey on Automated Log Analysis for Reliability Engineering	46
A Comprehensive Survey on Interoperability for IIoT: Taxonomy, Standards, and Future Directions	46
SoK: Access Control Policy Generation from High-level Natural Language Requirements	45
Software Visualizations to Analyze Memory Consumption: A Literature Review	45
A Systematic Literature Review of Enterprise Architecture Evaluation Methods	45
Knowledge-based Cyber Physical Security at Smart Home: A Review	45
State of the Art and Potentialities of Graph-level Learning	45
Socially Enhanced Situation Awareness from Microblogs Using Artificial Intelligence: A Survey	45
A Systematic Review on Graph Neural Network-based Methods for Stock Market Forecasting	45
Advancements in Federated Learning: Models, Methods, and Privacy	44
A Survey on Perfectly Secure Verifiable Secret-sharing	44
Synthetic Data for Deep Learning in Computer Vision & Medical Imaging: A Means to Reduce Data Bias	44
Toward a Privacy-Preserving Face Recognition System: A Survey of Leakages and Solutions	44
Macro Ethics Principles for Responsible AI Systems: Taxonomy and Directions	44
Controllable Data Generation by Deep Learning: A Review	43
Multi-Class Imbalanced Data Handling with Concept Drift in Fog Computing: A Taxonomy, Review, and Future Directions	43
Explainability in Deep Reinforcement Learning: A Review into Current Methods and Applications	43
Mobility Trace Analysis for Intelligent Vehicular Networks	43
A Survey of Oblivious Transfer Protocol	43
A Review of Explainable Fashion Compatibility Modeling Methods	43
40 Years of Designing Code Comprehension Experiments: A Systematic Mapping Study	43
Survey on the Objectives of Recommender Systems: Measures, Solutions, Evaluation Methodology, and New Perspectives	43
IoT Cloud Security Review	43
The Gap Between Trustworthy AI Research and Trustworthy Software Research: A Tertiary Study	42
A Survey of Text Watermarking in the Era of Large Language Models	42
Gender Bias in Natural Language Processing and Computer Vision: A Comparative Survey	41
A Systematic Literature Review on the Influence of Enhanced Developer Experience on Developers' Productivity: Factors, Practices, and Recommendations	41
A Survey and Taxonomy of Latency Compensation Techniques for Network Computer Games	41
Learning-based Artificial Intelligence Artwork: Methodology Taxonomy and Quality Evaluation	40
A Survey on IoT Programming Platforms: A Business-Domain Experts Perspective	40
A Review on the Use of Physiological Signals for Assessing Postoperative Pain	40