ACM Computing Surveys

Article	Citations
Generalizing from a Few Examples	1210
A Survey on Bias and Fairness in Machine Learning	1110
Deep Learning for Anomaly Detection	915
Transformers in Vision: A Survey	821
Deep Learning--based Text Classification	658
Pre-train, Prompt, and Predict: A Systematic Survey of Prompting Methods in Natural Language Processing	486
A Survey of Fake News	437
Knowledge Graphs	397
A Survey of Deep Active Learning	316
Survey of Hallucination in Natural Language Generation	302
A Review on Outlier/Anomaly Detection in Time Series Data	289
k-Nearest Neighbour Classifiers - A Tutorial	264
The Creation and Detection of Deepfakes	235
A Survey on Ethereum Systems Security	215
A Survey on Session-based Recommender Systems	205
A Survey on Blockchain Interoperability: Past, Present, and Future Trends	202
A Comprehensive Survey of Neural Architecture Search	200
Tackling Climate Change with Machine Learning	199
Graph Neural Networks in Recommender Systems: A Survey	199
Efficient Transformers: A Survey	195
A Comprehensive Survey of Privacy-preserving Federated Learning	195
A Deep Journey into Super-resolution	191
Generative Adversarial Networks	184
Deep Learning for Sensor-based Human Activity Recognition	175
A Survey of Android Malware Detection with Deep Neural Models	163

Federated Learning for Smart Healthcare: A Survey	155
When Machine Learning Meets Privacy	150
Generative Adversarial Networks (GANs)	148
An Overview of Service Placement Problem in Fog and Edge Computing	146
Reinforcement Learning in Healthcare: A Survey	136
Machine Learning at the Network Edge: A Survey	134
A Survey on Conversational Recommender Systems	124
Trustworthy Artificial Intelligence: A Review	118
A Survey of Network Virtualization Techniques for Internet of Things Using SDN and NFV	118
Outlier Detection	114
Hierarchical Reinforcement Learning	113
Deep Learning-based Anomaly Detection in Cyber-physical Systems	111
Application Management in Fog Computing Environments	111
Integrating Scientific Knowledge with Machine Learning for Engineering and Environmental Systems	111
Driver Emotion Recognition for Intelligent Vehicles	108
A Review on Fairness in Machine Learning	108
Evolution of Semantic Similarity—A Survey	104
A Survey on Differential Privacy for Unstructured Data Content	104
Quantum Key Distribution	103
A Survey on Generative Adversarial Networks: Variants, Applications, and Training	102
Generative Adversarial Networks in Computer Vision	100
Recommender Systems Leveraging Multimedia Content	97
Deep Learning for Medical Anomaly Detection – A Survey	97
Text Recognition in the Wild	94
Reinforcement Learning based Recommender Systems: A Survey	92
A Survey on Data Augmentation for Text Classification	92
Causality-based Feature Selection	90
Assuring the Machine Learning Lifecycle	90
Challenges in Deploying Machine Learning: A Survey of Case Studies	89
Computing Graph Neural Networks: A Survey from Algorithms to Accelerators	88
Natural Language Processing for Requirements Engineering	87
Explainable AI (XAI): Core Ideas, Techniques, and Solutions	87
A Survey of Information Cascade Analysis	86
A Survey on Trajectory Data Management, Analytics, and Learning	85
A Survey on Adversarial Recommender Systems	84
A Survey of Multilingual Neural Machine Translation	84
Location Privacy-preserving Mechanisms in Location-based Services	83
Trade-offs between Distributed Ledger Technology Characteristics	83
Principal Component Analysis	82
Adversarial Machine Learning Attacks and Defense Methods in the Cyber Security Domain	81
Generative Adversarial Networks for face generation: A survey	80
Blockchain Technology for Cloud Storage	80
Survey of Post-OCR Processing Approaches	79
A Survey on Deep Learning for Human Mobility	78
Screen Content Quality Assessment: Overview, Benchmark, and Beyond	78
An Overview of End-to-End Entity Resolution for Big Data	78
A Survey of Smart Contract Formal Specification and Verification	77
Evolutionary Large-Scale Multi-Objective Optimization: A Survey	77
Membership Inference Attacks on Machine Learning: A Survey	76
Security and Privacy in IoT Using Machine Learning and Blockchain	75

A Survey on Deep Learning for Human Activity Recognition	75
Evolutionary Machine Learning: A Survey	74
Blockchain-Based Federated Learning for Securing Internet of Things: A Comprehensive Survey	74
Named Entity Recognition and Relation Extraction	74
Fashion Meets Computer Vision	73
A Survey of Learning Causality with Data	72
Voice in Human–Agent Interaction	72
Diffusion Models: A Comprehensive Survey of Methods and Applications	72
Anomaly Detection in Road Traffic Using Visual Surveillance	71
Adversarial Examples on Object Recognition	71
A Survey on Automated Log Analysis for Reliability Engineering	71
A Survey on Ransomware: Evolution, Taxonomy, and Defense Solutions	70
Homomorphic Encryption for Machine Learning in Medicine and Bioinformatics	69
Topic Modeling Using Latent Dirichlet allocation	68
A Survey of State-of-the-Art on Blockchains	68
Efficient Deep Learning: A Survey on Making Deep Learning Models Smaller, Faster, and Better	68
Cyberattacks and Countermeasures for In-Vehicle Networks	68
EEG Based Emotion Recognition: A Tutorial and Review	67
A Systematic Literature Review on Federated Machine Learning	66
Smart Home Personal Assistants	66
A Comprehensive Survey on Interoperability for IIoT: Taxonomy, Standards, and Future Directions	65
Machine Learning into Metaheuristics	64
Parallel Genetic Algorithms	64
Edge Computing with Artificial Intelligence: A Machine Learning Perspective	64
Using Social Media for Mental Health Surveillance	63
Fuzzing: A Survey for Roadmap	63
The Hypervolume Indicator	62
Recent Advances of Monocular 2D and 3D Human Pose Estimation: A Deep Learning Perspective	62
A Survey on Encrypted Network Traffic Analysis Applications, Techniques, and Countermeasures	61
Avoiding Overfitting: A Survey on Regularization Methods for Convolutional Neural Networks	61
A Survey on Bayesian Deep Learning	61
PLS-SEM for Software Engineering Research	60
Towards Indistinguishable Augmented Reality	60
Implementations in Machine Ethics	60
Orchestration in Fog Computing: A Comprehensive Survey	60
Machine Learning–based Cyber Attacks Targeting on Controlled Information	58
A Survey on Applications of Artificial Intelligence in Fighting Against COVID-19	57
D’ya Like DAGs? A Survey on Structure Learning and Causal Discovery	57
AI in Finance: Challenges, Techniques, and Opportunities	57
AutoML to Date and Beyond: Challenges and Opportunities	56
Cybersecurity of Industrial Cyber-Physical Systems: A Review	56
Attribute-based Encryption for Cloud Computing Access Control	55
Generative Adversarial Networks in Time Series: A Systematic Literature Review	54
A Survey on Automatic Parameter Tuning for Big Data Processing Systems	53
Deep Learning for Source Code Modeling and Generation	53
A Survey of Knowledge-enhanced Text Generation	53
SDN Controllers	52
A Survey of Reinforcement Learning Algorithms for Dynamically Varying Environments	52
A Survey of Machine Learning Approaches for Student Dropout Prediction in Online Courses	52
Adversarial Machine Learning in Image Classification: A Survey Toward the Defender’s Perspective	52
Deep Learning-based Face Super-resolution: A Survey	52
Decentralised Learning in Federated Deployment Environments	52
Trustworthy AI: From Principles to Practices	52
Blockchain-enabled Federated Learning: A Survey	52
A Survey of Binary Code Similarity	52
A Systematic Review on Data Scarcity Problem in Deep Learning: Solution and Applications	51
Blockchains	50
Serverless Computing: A Survey of Opportunities, Challenges, and Applications	49
A Survey of IIoT Protocols	49
A Survey of Machine Learning for Computer Architecture and Systems	48
A Survey on Subgraph Counting	47
The Evolution of Topic Modeling	47
A Survey on Data-driven Network Intrusion Detection	47
Recent Advances in Natural Language Processing via Large Pre-trained Language Models: A Survey	47
The Programmable Data Plane	46
Blockchain-empowered Federated Learning: Challenges, Solutions, and Future Directions	46
The Future of False Information Detection on Social Media	46
Understanding Optical Music Recognition	46
From Anecdotal Evidence to Quantitative Evaluation Methods: A Systematic Review on Evaluating Explainable AI	46
A Survey of Nature-Inspired Computing	46
A Survey on Fuzzy Deep Neural Networks	45
Deep Learning on Mobile and Embedded Devices	45
Computer Vision for Autonomous UAV Flight Safety: An Overview and a Vision-based Safe Landing Pipeline Example	45
Resource Allocation and Task Scheduling in Fog Computing and Internet of Everything Environments: A Taxonomy, Review, and Future Directions	45
Knowledge Tracing: A Survey	45
Orchestrating the Development Lifecycle of Machine Learning-based IoT Applications	45
Self-calibration and Collaborative Localization for UWB Positioning Systems	44
Kubernetes Scheduling: Taxonomy, Ongoing Issues and Challenges	44
A Survey on IoT Big Data	44
Security Vulnerabilities of SGX and Countermeasures	43

Content Delivery Networks	43
A Survey on Aspect-Based Sentiment Classification	43
Edge-computing-driven Internet of Things: A Survey	42
Security in Brain-Computer Interfaces	42
Vehicular Edge Computing: Architecture, Resource Management, Security, and Challenges	42
Biometric Systems Utilising Health Data from Wearable Devices	41
Survey on Blockchain Networking	41
The Elements of End-to-end Deep Face Recognition: A Survey of Recent Advances	41
Deep Learning for Time Series Forecasting: Tutorial and Literature Survey	41
Blockchain-Based Digital Twins: Research Trends, Issues, and Future Challenges	41
Post-hoc Interpretability for Neural NLP: A Survey	40
Machine Learning Applications in Internet-of-Drones: Systematic Review, Recent Deployments, and Open Issues	40
Application Domain-Based Overview of IoT Network Traffic Characteristics	40
Object Detection Using Deep Learning Methods in Traffic Scenarios	40
Face Image Quality Assessment: A Literature Survey	40
A Comprehensive Survey of Few-shot Learning: Evolution, Applications, Challenges, and Opportunities	40
Anomaly Detection and Failure Root Cause Analysis in (Micro) Service-Based Cloud Applications: A Survey	40
A Survey on Trust Evaluation Based on Machine Learning	39
The Serverless Computing Survey: A Technical Primer for Design Architecture	39
Deep Learning-based Human Pose Estimation: A Survey	39
Biomedical Question Answering: A Survey of Approaches and Challenges	39
MEC-enabled 5G Use Cases: A Survey on Security Vulnerabilities and Countermeasures	38
A Survey of Real-Time Ethernet Modeling and Design Methodologies: From AVB to TSN	38
Coordination of Autonomous Vehicles	38
A Survey on Embedding Dynamic Graphs	38
Community Detection in Multiplex Networks	38
The Application of the Blockchain Technology in Voting Systems	38
The Eye in Extended Reality: A Survey on Gaze Interaction and Eye Tracking in Head-worn Extended Reality	37
SoK: Decentralized Exchanges (DEX) with Automated Market Maker (AMM) Protocols	37
A Survey on Active Deep Learning: From Model Driven to Data Driven	37
Evaluating Recommender Systems: Survey and Framework	36
Neural Machine Translation for Low-resource Languages: A Survey	36
A Survey on Concept Drift in Process Mining	36
Video Generative Adversarial Networks: A Review	36
Machine Learning-based Orchestration of Containers: A Taxonomy and Future Directions	36
A Taxonomy of Supervised Learning for IDSs in SCADA Environments	36
Network Representation Learning: From Preprocessing, Feature Extraction to Node Embedding	36
Computation Offloading and Retrieval for Vehicular Edge Computing	35
A Holistic View on Resource Management in Serverless Computing Environments: Taxonomy and Future Directions	35
Event Prediction in the Big Data Era	35
Vehicle Trajectory Similarity	35
A Survey on Renamings of Software Entities	35
A Systematic Review of Multimedia Tools for Cybersecurity Awareness and Education	35
A Survey on Haptic Technologies for Mobile Augmented Reality	34
Synchronous Transmissions in Low-Power Wireless	34
Split Computing and Early Exiting for Deep Learning Applications: Survey and Research Challenges	34
A Survey of Network-on-Chip Security Attacks and Countermeasures	34
Big Data Systems	34
Weight-Sharing Neural Architecture Search: A Battle to Shrink the Optimization Gap	34
Five Facets of 6G: Research Challenges and Opportunities	34
A Comprehensive Survey on Poisoning Attacks and Countermeasures in Machine Learning	34
Deep AI Enabled Ubiquitous Wireless Sensing	34
A Survey of Cybersecurity Certification for the Internet of Things	34
A Survey on End-User Robot Programming	34
Camera Measurement of Physiological Vital Signs	33
Wireless Powered Mobile Edge Computing Networks: A Survey	32
Ransomware Mitigation in the Modern Era: A Comprehensive Review, Research Challenges, and Future Directions	32
A Survey of Natural Language Generation	32
A Survey on Deep Learning for Software Engineering	32
Exploiting Errors for Efficiency	32
Visual Affordance and Function Understanding	32
Resource Management and Scheduling in Distributed Stream Processing Systems	32
Scheduling IoT Applications in Edge and Fog Computing Environments: A Taxonomy and Future Directions	32
Cyber-aggression, Cyberbullying, and Cyber-grooming	31
Deep Learning on Monocular Object Pose Detection and Tracking: A Comprehensive Overview	31
Gait Recognition Based on Deep Learning: A Survey	31
Human Factors in Phishing Attacks: A Systematic Literature Review	31
Level-5 Autonomous Driving—Are We There Yet? A Review of Research Literature	31
A Survey on Resilience in the IoT	31
Mobility Management in 5G-enabled Vehicular Networks	30
Automated Text Simplification	30
A Survey of Microarchitectural Side-channel Vulnerabilities, Attacks, and Defenses in Cryptography	30
Uncertainty-aware Decisions in Cloud Computing	30
A Survey on Document-level Neural Machine Translation	30
A Guideline on Pseudorandom Number Generation (PRNG) in the IoT	30
A Survey on Windows-based Ransomware Taxonomy and Detection Mechanisms	29
A Taxonomy and Survey of Power Models and Power Modeling for Cloud Servers	29
A Survey on Edge Performance Benchmarking	29
Generative Adversarial Networks for Face Generation: A Survey	29
Multi-core Devices for Safety-critical Systems	29
Application Layer Denial-of-Service Attacks and Defense Mechanisms	29
Open-world Machine Learning: Applications, Challenges, and Opportunities	29
Privacy-Preserving Reputation Systems Based on Blockchain and Other Cryptographic Building Blocks: A Survey	29
Multi-document Summarization via Deep Learning Techniques: A Survey	29
Artificial Intelligence Security: Threats and Countermeasures	29
Multimodality in VR: A Survey	29
A Survey of Joint Intent Detection and Slot Filling Models in Natural Language Understanding	29
A Survey of Blockchain Consensus Protocols	29