ACM Computing Surveys

Article	Citations
A Survey on Bias and Fairness in Machine Learning	1441
Deep Learning for Anomaly Detection	1138
Transformers in Vision: A Survey	1124
Pre-train, Prompt, and Predict: A Systematic Survey of Prompting Methods in Natural Language Processing	846
Deep Learning--based Text Classification	786
Survey of Hallucination in Natural Language Generation	577
Knowledge Graphs	530
A Survey of Fake News	518
A Survey of Deep Active Learning	415
A Review on Outlier/Anomaly Detection in Time Series Data	368
k-Nearest Neighbour Classifiers - A Tutorial	335
Graph Neural Networks in Recommender Systems: A Survey	329
The Creation and Detection of Deepfakes	304
Tackling Climate Change with Machine Learning	267
A Survey on Blockchain Interoperability: Past, Present, and Future Trends	267
A Comprehensive Survey of Privacy-preserving Federated Learning	253
A Comprehensive Survey of Neural Architecture Search	252
Efficient Transformers: A Survey	251
A Survey on Session-based Recommender Systems	245
Generative Adversarial Networks (GANs)	226
Federated Learning for Smart Healthcare: A Survey	221
Generative Adversarial Networks	205
Deep Learning for Sensor-based Human Activity Recognition	205
When Machine Learning Meets Privacy	196
Diffusion Models: A Comprehensive Survey of Methods and Applications	190

Trustworthy Artificial Intelligence: A Review	187
A Survey of Android Malware Detection with Deep Neural Models	183
Recent Advances in Natural Language Processing via Large Pre-trained Language Models: A Survey	183
Reinforcement Learning in Healthcare: A Survey	178
Explainable AI (XAI): Core Ideas, Techniques, and Solutions	176
Machine Learning at the Network Edge: A Survey	174
A Review on Fairness in Machine Learning	174
A Survey on Conversational Recommender Systems	162
Integrating Scientific Knowledge with Machine Learning for Engineering and Environmental Systems	157
Challenges in Deploying Machine Learning: A Survey of Case Studies	151
Hierarchical Reinforcement Learning	149
Deep Learning for Medical Anomaly Detection – A Survey	137
Deep Learning-based Anomaly Detection in Cyber-physical Systems	135
A Survey on Generative Adversarial Networks: Variants, Applications, and Training	133
A Survey on Differential Privacy for Unstructured Data Content	130
Efficient Deep Learning: A Survey on Making Deep Learning Models Smaller, Faster, and Better	130
Evolution of Semantic Similarity—A Survey	130
Quantum Key Distribution	128
Reinforcement Learning based Recommender Systems: A Survey	127
Edge Computing with Artificial Intelligence: A Machine Learning Perspective	126
Principal Component Analysis	125
Generative Adversarial Networks in Computer Vision	124
Membership Inference Attacks on Machine Learning: A Survey	123
Natural Language Processing for Requirements Engineering	121
Adversarial Machine Learning Attacks and Defense Methods in the Cyber Security Domain	121
Recommender Systems Leveraging Multimedia Content	119
Computing Graph Neural Networks: A Survey from Algorithms to Accelerators	118
A Survey on Data Augmentation for Text Classification	117
Blockchain-Based Federated Learning for Securing Internet of Things: A Comprehensive Survey	114
From Anecdotal Evidence to Quantitative Evaluation Methods: A Systematic Review on Evaluating Explainable AI	114
A Survey of Information Cascade Analysis	113
EEG Based Emotion Recognition: A Tutorial and Review	112
A Survey on Trajectory Data Management, Analytics, and Learning	109
Assuring the Machine Learning Lifecycle	109
A Survey on Deep Learning for Human Mobility	109
A Survey on Adversarial Recommender Systems	106
Evolutionary Large-Scale Multi-Objective Optimization: A Survey	106
Named Entity Recognition and Relation Extraction	104
Avoiding Overfitting: A Survey on Regularization Methods for Convolutional Neural Networks	104
Text Recognition in the Wild	103
A Comprehensive Survey of Few-shot Learning: Evolution, Applications, Challenges, and Opportunities	103
Screen Content Quality Assessment: Overview, Benchmark, and Beyond	103
Trustworthy AI: From Principles to Practices	102
A Survey of Multilingual Neural Machine Translation	100
Deep Learning-based Human Pose Estimation: A Survey	99
A Survey on Ransomware: Evolution, Taxonomy, and Defense Solutions	99
Fuzzing: A Survey for Roadmap	99
An Overview of End-to-End Entity Resolution for Big Data	98
Evolutionary Machine Learning: A Survey	97
A Survey of Smart Contract Formal Specification and Verification	97

Causality-based Feature Selection	96
A Comprehensive Survey on Interoperability for IIoT: Taxonomy, Standards, and Future Directions	96
Survey of Post-OCR Processing Approaches	95
Voice in Human–Agent Interaction	93
Generative Adversarial Networks for face generation: A survey	93
A Survey on Automated Log Analysis for Reliability Engineering	93
Location Privacy-preserving Mechanisms in Location-based Services	92
Cyberattacks and Countermeasures for In-Vehicle Networks	91
Generative Adversarial Networks in Time Series: A Systematic Literature Review	91
A Survey on Encrypted Network Traffic Analysis Applications, Techniques, and Countermeasures	90
A Survey on Deep Learning for Human Activity Recognition	89
The Hypervolume Indicator	89
Knowledge Tracing: A Survey	89
Fashion Meets Computer Vision	89
Security and Privacy in IoT Using Machine Learning and Blockchain	88
A Systematic Literature Review on Federated Machine Learning	86
AI in Finance: Challenges, Techniques, and Opportunities	86
A Survey of Machine Learning for Computer Architecture and Systems	85
Recent Advances of Monocular 2D and 3D Human Pose Estimation: A Deep Learning Perspective	85
Machine Learning into Metaheuristics	85
Topic Modeling Using Latent Dirichlet allocation	83
Blockchain-enabled Federated Learning: A Survey	82
Smart Home Personal Assistants	82
A Survey of State-of-the-Art on Blockchains	81
Serverless Computing: A Survey of Opportunities, Challenges, and Applications	81
A Systematic Review on Data Scarcity Problem in Deep Learning: Solution and Applications	79
Blockchain-empowered Federated Learning: Challenges, Solutions, and Future Directions	79
AutoML to Date and Beyond: Challenges and Opportunities	79
D’ya Like DAGs? A Survey on Structure Learning and Causal Discovery	78
AUC Maximization in the Era of Big Data and AI: A Survey	78
Anomaly Detection in Road Traffic Using Visual Surveillance	77
Orchestration in Fog Computing: A Comprehensive Survey	77
Adversarial Machine Learning in Image Classification: A Survey Toward the Defender’s Perspective	77
Split Computing and Early Exiting for Deep Learning Applications: Survey and Research Challenges	77
The Evolution of Topic Modeling	76
Towards Indistinguishable Augmented Reality	76
Using Social Media for Mental Health Surveillance	76
Cybersecurity of Industrial Cyber-Physical Systems: A Review	75
PLS-SEM for Software Engineering Research	73
A Survey of Knowledge-enhanced Text Generation	73
A Survey on Bayesian Deep Learning	71
A Survey of Reinforcement Learning Algorithms for Dynamically Varying Environments	70
Edge-computing-driven Internet of Things: A Survey	70
Machine Learning Applications in Internet-of-Drones: Systematic Review, Recent Deployments, and Open Issues	70
Anomaly Detection and Failure Root Cause Analysis in (Micro) Service-Based Cloud Applications: A Survey	69
Implementations in Machine Ethics	69
Resource Allocation and Task Scheduling in Fog Computing and Internet of Everything Environments: A Taxonomy, Review, and Future Directions	68
Machine Learning–based Cyber Attacks Targeting on Controlled Information	67
Deep Learning for Time Series Forecasting: Tutorial and Literature Survey	67
A Survey of Blockchain Consensus Protocols	66
A Comprehensive Survey on Poisoning Attacks and Countermeasures in Machine Learning	66
Deep Learning-based Face Super-resolution: A Survey	66
A Survey on Data-driven Network Intrusion Detection	65
Kubernetes Scheduling: Taxonomy, Ongoing Issues and Challenges	65
A Survey of Binary Code Similarity	65
Neural Machine Translation for Low-resource Languages: A Survey	64
Post-hoc Interpretability for Neural NLP: A Survey	64
A Survey on Aspect-Based Sentiment Classification	62
SDN Controllers	62
The Eye in Extended Reality: A Survey on Gaze Interaction and Eye Tracking in Head-worn Extended Reality	62
A Survey on Deep Learning for Software Engineering	62
Five Facets of 6G: Research Challenges and Opportunities	60
A Survey on Applications of Artificial Intelligence in Fighting Against COVID-19	59
Fairness in Machine Learning: A Survey	59
Evaluating Recommender Systems: Survey and Framework	59
The Programmable Data Plane	59
Computer Vision for Autonomous UAV Flight Safety: An Overview and a Vision-based Safe Landing Pipeline Example	58
Self-calibration and Collaborative Localization for UWB Positioning Systems	58
The Serverless Computing Survey: A Technical Primer for Design Architecture	57
A Survey on Subgraph Counting	56
A Survey on Embedding Dynamic Graphs	56
Security Vulnerabilities of SGX and Countermeasures	56
The Elements of End-to-end Deep Face Recognition: A Survey of Recent Advances	55
Face Image Quality Assessment: A Literature Survey	55
Blockchain-Based Digital Twins: Research Trends, Issues, and Future Challenges	55
Decentralised Learning in Federated Deployment Environments	55
A Survey of Nature-Inspired Computing	55
A Survey on Active Deep Learning: From Model Driven to Data Driven	53
A Survey on IoT Big Data	52
A Survey on Concept Drift in Process Mining	52

Vehicular Edge Computing: Architecture, Resource Management, Security, and Challenges	52
SoK: Decentralized Exchanges (DEX) with Automated Market Maker (AMM) Protocols	51
Machine Learning-based Orchestration of Containers: A Taxonomy and Future Directions	51
Community Detection in Multiplex Networks	51
A Survey of Controllable Text Generation Using Transformer-based Pre-trained Language Models	51
Video Generative Adversarial Networks: A Review	50
A Survey of Real-Time Ethernet Modeling and Design Methodologies: From AVB to TSN	50
Multimodality in VR: A Survey	50
A Survey of Algorithmic Recourse: Contrastive Explanations and Consequential Recommendations	50
Survey on Blockchain Networking	50
A Systematic Review of Multimedia Tools for Cybersecurity Awareness and Education	50
AI-Based Intrusion Detection Systems for In-Vehicle Networks: A Survey	49
Object Detection Using Deep Learning Methods in Traffic Scenarios	49
Wireless Powered Mobile Edge Computing Networks: A Survey	49
Artificial Intelligence Security: Threats and Countermeasures	49
Recent Advances in Bayesian Optimization	49
A Survey on End-User Robot Programming	48
Coordination of Autonomous Vehicles	48
MEC-enabled 5G Use Cases: A Survey on Security Vulnerabilities and Countermeasures	47
Hardware Approximate Techniques for Deep Neural Network Accelerators: A Survey	47
A Survey of Network-on-Chip Security Attacks and Countermeasures	46
Deep AI Enabled Ubiquitous Wireless Sensing	46
Scheduling IoT Applications in Edge and Fog Computing Environments: A Taxonomy and Future Directions	46
Vehicle Trajectory Similarity	46
Generative Adversarial Networks for Face Generation: A Survey	46
Evolutionary Dynamic Multi-objective Optimisation: A Survey	45
A Holistic View on Resource Management in Serverless Computing Environments: Taxonomy and Future Directions	45
A Survey on Hyperdimensional Computing aka Vector Symbolic Architectures, Part II: Applications, Cognitive Models, and Challenges	45
Big Data Systems	44
Weight-Sharing Neural Architecture Search: A Battle to Shrink the Optimization Gap	44
Smart Grid Cyber-Physical Situational Awareness of Complex Operational Technology Attacks: A Review	44
Biomedical Question Answering: A Survey of Approaches and Challenges	44
Human Factors in Phishing Attacks: A Systematic Literature Review	44
A Survey on Measuring Cognitive Workload in Human-Computer Interaction	44
Deep Learning on Monocular Object Pose Detection and Tracking: A Comprehensive Overview	44
Advancing SDN from OpenFlow to P4: A Survey	44
SoK: Deep Learning-based Physical Side-channel Analysis	43
A Survey of Natural Language Generation	43
Security in Brain-Computer Interfaces	43
Connect API with Blockchain: A Survey on Blockchain Oracle Implementation	43
Multimodal Sentiment Analysis: A Survey of Methods, Trends, and Challenges	43
Camera Measurement of Physiological Vital Signs	43
A Survey on Haptic Technologies for Mobile Augmented Reality	43
The Application of the Blockchain Technology in Voting Systems	43
A Survey on Trust Evaluation Based on Machine Learning	42
Open-world Machine Learning: Applications, Challenges, and Opportunities	42
A Survey of Microarchitectural Side-channel Vulnerabilities, Attacks, and Defenses in Cryptography	41
Self-Supervised Learning for Videos: A Survey	41
Cyber-aggression, Cyberbullying, and Cyber-grooming	41
Path-Planning for Unmanned Aerial Vehicles with Environment Complexity Considerations: A Survey	41
Explainable Deep Reinforcement Learning: State of the Art and Challenges	41
Automated Text Simplification	41
On the Edge of the Deployment: A Survey on Multi-access Edge Computing	40
Recurrent Neural Networks for Edge Intelligence	40
QA Dataset Explosion: A Taxonomy of NLP Resources for Question Answering and Reading Comprehension	40
Level-5 Autonomous Driving—Are We There Yet? A Review of Research Literature	40
Few-Shot Object Detection: A Survey	40
A Survey on Windows-based Ransomware Taxonomy and Detection Mechanisms	40
Synchronous Transmissions in Low-Power Wireless	40
Ransomware Mitigation in the Modern Era: A Comprehensive Review, Research Challenges, and Future Directions	39
Visual Affordance and Function Understanding	39
A Survey on Resilience in the IoT	39
Mobility Management in 5G-enabled Vehicular Networks	39
A Survey of Joint Intent Detection and Slot Filling Models in Natural Language Understanding	39
A Survey on Document-level Neural Machine Translation	39
A Survey of Security and Privacy Issues in V2X Communication Systems	39
The Secondary Use of Electronic Health Records for Data Mining: Data Characteristics and Challenges	38
Uncertainty-aware Decisions in Cloud Computing	38
Machine Learning-Enabled IoT Security: Open Issues and Challenges Under Advanced Persistent Threats	38
Network Representation Learning: From Preprocessing, Feature Extraction to Node Embedding	38
Event Prediction in the Big Data Era	38
Application Layer Denial-of-Service Attacks and Defense Mechanisms	37
A Survey of Cybersecurity Certification for the Internet of Things	37
A Taxonomy and Survey of Power Models and Power Modeling for Cloud Servers	37
A Survey on Uncertainty Estimation in Deep Learning Classification Systems from a Bayesian Perspective	37
A Survey on Edge Performance Benchmarking	37
A Survey of Evaluation Metrics Used for NLG Systems	37
A Guideline on Pseudorandom Number Generation (PRNG) in the IoT	37
Integrated Blockchain and Cloud Computing Systems: A Systematic Survey, Solutions, and Challenges	36
A Review of Cognitive Assistants for Healthcare	36
Gait Recognition Based on Deep Learning: A Survey	36
Privacy-Preserving Reputation Systems Based on Blockchain and Other Cryptographic Building Blocks: A Survey	36
Constructing Neural Network Based Models for Simulating Dynamical Systems	36
A Survey on Synchronous Augmented, Virtual, andMixed Reality Remote Collaboration Systems	36
Multi-document Summarization via Deep Learning Techniques: A Survey	35
A Security Review in the UAVNet Era: Threats, Countermeasures, and Gap Analysis	35
Hardware Information Flow Tracking	35
Towards Metaheuristic Scheduling Techniques in Cloud and Fog: An Extensive Taxonomic Review	35
Multimodal Classification: Current Landscape, Taxonomy and Future Directions	35
Trust in Edge-based Internet of Things Architectures: State of the Art and Research Challenges	34
Point-of-Interest Recommender Systems Based on Location-Based Social Networks: A Survey from an Experimental Perspective	34
A Systematic Review of API Evolution Literature	34