ACM Computing Surveys

Article	Citations
A Survey on Bias and Fairness in Machine Learning	1323
Deep Learning for Anomaly Detection	1042
Transformers in Vision: A Survey	988
Deep Learning--based Text Classification	733
Pre-train, Prompt, and Predict: A Systematic Survey of Prompting Methods in Natural Language Processing	672
A Survey of Fake News	475
Knowledge Graphs	473
Survey of Hallucination in Natural Language Generation	460
A Survey of Deep Active Learning	387
A Review on Outlier/Anomaly Detection in Time Series Data	339
k-Nearest Neighbour Classifiers - A Tutorial	302
The Creation and Detection of Deepfakes	273
Graph Neural Networks in Recommender Systems: A Survey	268
Tackling Climate Change with Machine Learning	248
A Comprehensive Survey of Neural Architecture Search	241
A Comprehensive Survey of Privacy-preserving Federated Learning	234
A Survey on Blockchain Interoperability: Past, Present, and Future Trends	231
Efficient Transformers: A Survey	227
A Survey on Session-based Recommender Systems	226
Deep Learning for Sensor-based Human Activity Recognition	198
Generative Adversarial Networks	195
Federated Learning for Smart Healthcare: A Survey	192
Generative Adversarial Networks (GANs)	192
When Machine Learning Meets Privacy	186
A Survey of Android Malware Detection with Deep Neural Models	176

Reinforcement Learning in Healthcare: A Survey	166
Trustworthy Artificial Intelligence: A Review	165
Machine Learning at the Network Edge: A Survey	155
A Review on Fairness in Machine Learning	150
A Survey on Conversational Recommender Systems	149
Diffusion Models: A Comprehensive Survey of Methods and Applications	142
Integrating Scientific Knowledge with Machine Learning for Engineering and Environmental Systems	135
Hierarchical Reinforcement Learning	132
Challenges in Deploying Machine Learning: A Survey of Case Studies	127
Deep Learning-based Anomaly Detection in Cyber-physical Systems	125
Recent Advances in Natural Language Processing via Large Pre-trained Language Models: A Survey	123
Explainable AI (XAI): Core Ideas, Techniques, and Solutions	123
A Survey on Differential Privacy for Unstructured Data Content	122
A Survey on Generative Adversarial Networks: Variants, Applications, and Training	122
Deep Learning for Medical Anomaly Detection – A Survey	121
Driver Emotion Recognition for Intelligent Vehicles	119
Application Management in Fog Computing Environments	119
Generative Adversarial Networks in Computer Vision	118
Evolution of Semantic Similarity—A Survey	118
Quantum Key Distribution	116
A Survey on Data Augmentation for Text Classification	113
Reinforcement Learning based Recommender Systems: A Survey	110
Adversarial Machine Learning Attacks and Defense Methods in the Cyber Security Domain	108
Natural Language Processing for Requirements Engineering	107
Recommender Systems Leveraging Multimedia Content	107
Efficient Deep Learning: A Survey on Making Deep Learning Models Smaller, Faster, and Better	105
Assuring the Machine Learning Lifecycle	104
Text Recognition in the Wild	104
Principal Component Analysis	104
Computing Graph Neural Networks: A Survey from Algorithms to Accelerators	103
Blockchain-Based Federated Learning for Securing Internet of Things: A Comprehensive Survey	101
A Survey of Information Cascade Analysis	101
Membership Inference Attacks on Machine Learning: A Survey	101
A Survey on Trajectory Data Management, Analytics, and Learning	99
Edge Computing with Artificial Intelligence: A Machine Learning Perspective	98
A Survey on Adversarial Recommender Systems	96
Screen Content Quality Assessment: Overview, Benchmark, and Beyond	94
EEG Based Emotion Recognition: A Tutorial and Review	93
Generative Adversarial Networks for face generation: A survey	92
Causality-based Feature Selection	92
Evolutionary Large-Scale Multi-Objective Optimization: A Survey	90
Location Privacy-preserving Mechanisms in Location-based Services	90
Avoiding Overfitting: A Survey on Regularization Methods for Convolutional Neural Networks	89
Voice in Human–Agent Interaction	88
A Survey on Deep Learning for Human Activity Recognition	88
A Survey of Multilingual Neural Machine Translation	88
Named Entity Recognition and Relation Extraction	88
A Survey on Deep Learning for Human Mobility	87
An Overview of End-to-End Entity Resolution for Big Data	86
A Survey on Ransomware: Evolution, Taxonomy, and Defense Solutions	85

Survey of Post-OCR Processing Approaches	85
A Survey of Smart Contract Formal Specification and Verification	85
Evolutionary Machine Learning: A Survey	85
Fashion Meets Computer Vision	83
Trustworthy AI: From Principles to Practices	83
A Survey on Automated Log Analysis for Reliability Engineering	83
Security and Privacy in IoT Using Machine Learning and Blockchain	83
Blockchain Technology for Cloud Storage	82
From Anecdotal Evidence to Quantitative Evaluation Methods: A Systematic Review on Evaluating Explainable AI	81
Machine Learning into Metaheuristics	81
A Survey of Learning Causality with Data	81
A Systematic Literature Review on Federated Machine Learning	80
Fuzzing: A Survey for Roadmap	80
A Comprehensive Survey on Interoperability for IIoT: Taxonomy, Standards, and Future Directions	80
Cyberattacks and Countermeasures for In-Vehicle Networks	78
Topic Modeling Using Latent Dirichlet allocation	78
Parallel Genetic Algorithms	78
Homomorphic Encryption for Machine Learning in Medicine and Bioinformatics	77
Smart Home Personal Assistants	77
Anomaly Detection in Road Traffic Using Visual Surveillance	76
A Survey of State-of-the-Art on Blockchains	75
Recent Advances of Monocular 2D and 3D Human Pose Estimation: A Deep Learning Perspective	75
Generative Adversarial Networks in Time Series: A Systematic Literature Review	75
A Survey on Encrypted Network Traffic Analysis Applications, Techniques, and Countermeasures	75
A Comprehensive Survey of Few-shot Learning: Evolution, Applications, Challenges, and Opportunities	74
Towards Indistinguishable Augmented Reality	74
The Hypervolume Indicator	74
Using Social Media for Mental Health Surveillance	72
Orchestration in Fog Computing: A Comprehensive Survey	72
Deep Learning-based Human Pose Estimation: A Survey	71
AutoML to Date and Beyond: Challenges and Opportunities	70
A Survey on Bayesian Deep Learning	69
Cybersecurity of Industrial Cyber-Physical Systems: A Review	69
Serverless Computing: A Survey of Opportunities, Challenges, and Applications	69
AI in Finance: Challenges, Techniques, and Opportunities	69
Knowledge Tracing: A Survey	69
D’ya Like DAGs? A Survey on Structure Learning and Causal Discovery	68
Blockchain-enabled Federated Learning: A Survey	68
Blockchain-empowered Federated Learning: Challenges, Solutions, and Future Directions	66
PLS-SEM for Software Engineering Research	66
Implementations in Machine Ethics	65
Attribute-based Encryption for Cloud Computing Access Control	65
A Systematic Review on Data Scarcity Problem in Deep Learning: Solution and Applications	65
A Survey of Knowledge-enhanced Text Generation	65
Adversarial Machine Learning in Image Classification: A Survey Toward the Defender’s Perspective	64
A Survey of Machine Learning for Computer Architecture and Systems	64
The Evolution of Topic Modeling	64
Machine Learning–based Cyber Attacks Targeting on Controlled Information	64
A Survey of Reinforcement Learning Algorithms for Dynamically Varying Environments	62
Resource Allocation and Task Scheduling in Fog Computing and Internet of Everything Environments: A Taxonomy, Review, and Future Directions	61
A Survey of Binary Code Similarity	60
Kubernetes Scheduling: Taxonomy, Ongoing Issues and Challenges	60
A Survey on Data-driven Network Intrusion Detection	60
A Survey on Applications of Artificial Intelligence in Fighting Against COVID-19	59
The Eye in Extended Reality: A Survey on Gaze Interaction and Eye Tracking in Head-worn Extended Reality	58
A Survey on Aspect-Based Sentiment Classification	57
Anomaly Detection and Failure Root Cause Analysis in (Micro) Service-Based Cloud Applications: A Survey	57
Split Computing and Early Exiting for Deep Learning Applications: Survey and Research Challenges	57
Blockchains	56
SDN Controllers	56
Deep Learning-based Face Super-resolution: A Survey	56
A Survey of Nature-Inspired Computing	55
Edge-computing-driven Internet of Things: A Survey	55
Machine Learning Applications in Internet-of-Drones: Systematic Review, Recent Deployments, and Open Issues	54
Deep Learning for Time Series Forecasting: Tutorial and Literature Survey	54
Computer Vision for Autonomous UAV Flight Safety: An Overview and a Vision-based Safe Landing Pipeline Example	54
The Serverless Computing Survey: A Technical Primer for Design Architecture	53
Decentralised Learning in Federated Deployment Environments	53
Evaluating Recommender Systems: Survey and Framework	52
Post-hoc Interpretability for Neural NLP: A Survey	52
Neural Machine Translation for Low-resource Languages: A Survey	52
Self-calibration and Collaborative Localization for UWB Positioning Systems	51
A Survey on Subgraph Counting	51
A Comprehensive Survey on Poisoning Attacks and Countermeasures in Machine Learning	51
The Elements of End-to-end Deep Face Recognition: A Survey of Recent Advances	51
Understanding Optical Music Recognition	51
A Survey on IoT Big Data	51
The Future of False Information Detection on Social Media	50
A Survey of Blockchain Consensus Protocols	50
The Programmable Data Plane	50

Vehicular Edge Computing: Architecture, Resource Management, Security, and Challenges	50
Deep Learning on Mobile and Embedded Devices	50
A Systematic Review of Multimedia Tools for Cybersecurity Awareness and Education	50
A Survey on Active Deep Learning: From Model Driven to Data Driven	49
A Survey on Deep Learning for Software Engineering	49
Community Detection in Multiplex Networks	49
Orchestrating the Development Lifecycle of Machine Learning-based IoT Applications	49
A Survey on Embedding Dynamic Graphs	48
A Survey of Real-Time Ethernet Modeling and Design Methodologies: From AVB to TSN	47
Five Facets of 6G: Research Challenges and Opportunities	47
Multimodality in VR: A Survey	47
Blockchain-Based Digital Twins: Research Trends, Issues, and Future Challenges	47
AUC Maximization in the Era of Big Data and AI: A Survey	46
Object Detection Using Deep Learning Methods in Traffic Scenarios	46
A Survey on Concept Drift in Process Mining	46
Survey on Blockchain Networking	46
SoK: Decentralized Exchanges (DEX) with Automated Market Maker (AMM) Protocols	45
A Survey of Algorithmic Recourse: Contrastive Explanations and Consequential Recommendations	45
Face Image Quality Assessment: A Literature Survey	45
Security Vulnerabilities of SGX and Countermeasures	45
Biometric Systems Utilising Health Data from Wearable Devices	45
Vehicle Trajectory Similarity	44
Biomedical Question Answering: A Survey of Approaches and Challenges	44
Video Generative Adversarial Networks: A Review	44
MEC-enabled 5G Use Cases: A Survey on Security Vulnerabilities and Countermeasures	43
A Survey on End-User Robot Programming	43
Security in Brain-Computer Interfaces	43
Deep AI Enabled Ubiquitous Wireless Sensing	43
Application Domain-Based Overview of IoT Network Traffic Characteristics	43
Fairness in Machine Learning: A Survey	43
Machine Learning-based Orchestration of Containers: A Taxonomy and Future Directions	43
A Survey on Trust Evaluation Based on Machine Learning	42
A Holistic View on Resource Management in Serverless Computing Environments: Taxonomy and Future Directions	41
Artificial Intelligence Security: Threats and Countermeasures	41
The Application of the Blockchain Technology in Voting Systems	41
Weight-Sharing Neural Architecture Search: A Battle to Shrink the Optimization Gap	41
Human Factors in Phishing Attacks: A Systematic Literature Review	41
Network Representation Learning: From Preprocessing, Feature Extraction to Node Embedding	40
Scheduling IoT Applications in Edge and Fog Computing Environments: A Taxonomy and Future Directions	40
Wireless Powered Mobile Edge Computing Networks: A Survey	40
A Survey of Controllable Text Generation Using Transformer-based Pre-trained Language Models	40
AI-Based Intrusion Detection Systems for In-Vehicle Networks: A Survey	40
Generative Adversarial Networks for Face Generation: A Survey	40
Big Data Systems	40
A Survey of Network-on-Chip Security Attacks and Countermeasures	40
A Survey on Haptic Technologies for Mobile Augmented Reality	40
Hardware Approximate Techniques for Deep Neural Network Accelerators: A Survey	40
Deep Learning on Monocular Object Pose Detection and Tracking: A Comprehensive Overview	39
Coordination of Autonomous Vehicles	39
Open-world Machine Learning: Applications, Challenges, and Opportunities	39
Ransomware Mitigation in the Modern Era: A Comprehensive Review, Research Challenges, and Future Directions	38
A Survey on Hyperdimensional Computing aka Vector Symbolic Architectures, Part II: Applications, Cognitive Models, and Challenges	38
Camera Measurement of Physiological Vital Signs	38
A Survey on Resilience in the IoT	38
A Survey of Natural Language Generation	38
SoK: Deep Learning-based Physical Side-channel Analysis	37
Event Prediction in the Big Data Era	37
Cyber-aggression, Cyberbullying, and Cyber-grooming	37
Synchronous Transmissions in Low-Power Wireless	37
Automated Text Simplification	36
Path-Planning for Unmanned Aerial Vehicles with Environment Complexity Considerations: A Survey	36
Visual Affordance and Function Understanding	36
A Survey of Joint Intent Detection and Slot Filling Models in Natural Language Understanding	35
Level-5 Autonomous Driving—Are We There Yet? A Review of Research Literature	35
A Survey on Uncertainty Estimation in Deep Learning Classification Systems from a Bayesian Perspective	35
A Survey on Document-level Neural Machine Translation	35
Evolutionary Dynamic Multi-objective Optimisation: A Survey	35
Privacy-Preserving Reputation Systems Based on Blockchain and Other Cryptographic Building Blocks: A Survey	35
A Guideline on Pseudorandom Number Generation (PRNG) in the IoT	35
A Survey on Windows-based Ransomware Taxonomy and Detection Mechanisms	35
A Taxonomy and Survey of Power Models and Power Modeling for Cloud Servers	35
Recurrent Neural Networks for Edge Intelligence	35
A Survey of Cybersecurity Certification for the Internet of Things	35
Computation Offloading and Retrieval for Vehicular Edge Computing	35
A Survey of Microarchitectural Side-channel Vulnerabilities, Attacks, and Defenses in Cryptography	34
Application Layer Denial-of-Service Attacks and Defense Mechanisms	34
Self-Supervised Learning for Videos: A Survey	34
Multi-core Devices for Safety-critical Systems	34
A Survey on Measuring Cognitive Workload in Human-Computer Interaction	34
Multi-document Summarization via Deep Learning Techniques: A Survey	34
Connect API with Blockchain: A Survey on Blockchain Oracle Implementation	34
Machine Learning-Enabled IoT Security: Open Issues and Challenges Under Advanced Persistent Threats	34
A Survey on Edge Performance Benchmarking	33
Recent Advances in Bayesian Optimization	33
QA Dataset Explosion: A Taxonomy of NLP Resources for Question Answering and Reading Comprehension	33
On the Edge of the Deployment: A Survey on Multi-access Edge Computing	33
Uncertainty-aware Decisions in Cloud Computing	33
Hardware Information Flow Tracking	33
Gait Recognition Based on Deep Learning: A Survey	33