ACM Computing Surveys

Article	Citations
Generalizing from a Few Examples	1266
A Survey on Bias and Fairness in Machine Learning	1179
Deep Learning for Anomaly Detection	963
Transformers in Vision: A Survey	876
Deep Learning--based Text Classification	684
Pre-train, Prompt, and Predict: A Systematic Survey of Prompting Methods in Natural Language Processing	554
A Survey of Fake News	456
Knowledge Graphs	421
A Survey of Deep Active Learning	346
Survey of Hallucination in Natural Language Generation	344
A Review on Outlier/Anomaly Detection in Time Series Data	304
k-Nearest Neighbour Classifiers - A Tutorial	279
The Creation and Detection of Deepfakes	248
Graph Neural Networks in Recommender Systems: A Survey	229
A Survey on Ethereum Systems Security	222
A Comprehensive Survey of Neural Architecture Search	218
A Survey on Blockchain Interoperability: Past, Present, and Future Trends	216
Tackling Climate Change with Machine Learning	216
A Survey on Session-based Recommender Systems	215
A Comprehensive Survey of Privacy-preserving Federated Learning	207
Efficient Transformers: A Survey	206
A Deep Journey into Super-resolution	197
Generative Adversarial Networks	186
Deep Learning for Sensor-based Human Activity Recognition	184
When Machine Learning Meets Privacy	168

A Survey of Android Malware Detection with Deep Neural Models	168
Federated Learning for Smart Healthcare: A Survey	167
Generative Adversarial Networks (GANs)	159
An Overview of Service Placement Problem in Fog and Edge Computing	159
Reinforcement Learning in Healthcare: A Survey	142
Machine Learning at the Network Edge: A Survey	141
Trustworthy Artificial Intelligence: A Review	136
A Survey on Conversational Recommender Systems	133
A Review on Fairness in Machine Learning	122
Outlier Detection	121
Hierarchical Reinforcement Learning	120
Integrating Scientific Knowledge with Machine Learning for Engineering and Environmental Systems	119
Deep Learning-based Anomaly Detection in Cyber-physical Systems	114
Driver Emotion Recognition for Intelligent Vehicles	114
Application Management in Fog Computing Environments	113
A Survey on Differential Privacy for Unstructured Data Content	111
Evolution of Semantic Similarity—A Survey	110
A Survey on Generative Adversarial Networks: Variants, Applications, and Training	109
Deep Learning for Medical Anomaly Detection – A Survey	107
Quantum Key Distribution	106
Generative Adversarial Networks in Computer Vision	104
Challenges in Deploying Machine Learning: A Survey of Case Studies	104
A Survey on Data Augmentation for Text Classification	103
Recommender Systems Leveraging Multimedia Content	102
Reinforcement Learning based Recommender Systems: A Survey	99
Text Recognition in the Wild	98
Computing Graph Neural Networks: A Survey from Algorithms to Accelerators	97
Diffusion Models: A Comprehensive Survey of Methods and Applications	95
Explainable AI (XAI): Core Ideas, Techniques, and Solutions	94
Assuring the Machine Learning Lifecycle	94
Natural Language Processing for Requirements Engineering	93
Adversarial Machine Learning Attacks and Defense Methods in the Cyber Security Domain	92
A Survey of Information Cascade Analysis	92
Causality-based Feature Selection	90
A Survey on Trajectory Data Management, Analytics, and Learning	90
Principal Component Analysis	88
A Survey on Adversarial Recommender Systems	88
A Survey of Multilingual Neural Machine Translation	86
Screen Content Quality Assessment: Overview, Benchmark, and Beyond	85
Blockchain-Based Federated Learning for Securing Internet of Things: A Comprehensive Survey	85
Membership Inference Attacks on Machine Learning: A Survey	85
Location Privacy-preserving Mechanisms in Location-based Services	84
Generative Adversarial Networks for face generation: A survey	83
Trade-offs between Distributed Ledger Technology Characteristics	83
Evolutionary Large-Scale Multi-Objective Optimization: A Survey	83
EEG Based Emotion Recognition: A Tutorial and Review	82
A Survey of Smart Contract Formal Specification and Verification	82
Survey of Post-OCR Processing Approaches	81
Blockchain Technology for Cloud Storage	81
A Survey on Deep Learning for Human Mobility	81

An Overview of End-to-End Entity Resolution for Big Data	80
Evolutionary Machine Learning: A Survey	80
Voice in Human–Agent Interaction	79
Named Entity Recognition and Relation Extraction	79
Efficient Deep Learning: A Survey on Making Deep Learning Models Smaller, Faster, and Better	79
A Survey on Deep Learning for Human Activity Recognition	79
Fashion Meets Computer Vision	78
Security and Privacy in IoT Using Machine Learning and Blockchain	77
A Survey of Learning Causality with Data	76
A Survey on Automated Log Analysis for Reliability Engineering	75
Avoiding Overfitting: A Survey on Regularization Methods for Convolutional Neural Networks	74
Edge Computing with Artificial Intelligence: A Machine Learning Perspective	74
Adversarial Examples on Object Recognition	73
Anomaly Detection in Road Traffic Using Visual Surveillance	73
A Survey on Ransomware: Evolution, Taxonomy, and Defense Solutions	73
Machine Learning into Metaheuristics	72
A Survey of State-of-the-Art on Blockchains	72
Topic Modeling Using Latent Dirichlet allocation	71
A Comprehensive Survey on Interoperability for IIoT: Taxonomy, Standards, and Future Directions	70
Homomorphic Encryption for Machine Learning in Medicine and Bioinformatics	70
Cyberattacks and Countermeasures for In-Vehicle Networks	70
Smart Home Personal Assistants	69
Recent Advances of Monocular 2D and 3D Human Pose Estimation: A Deep Learning Perspective	69
Recent Advances in Natural Language Processing via Large Pre-trained Language Models: A Survey	68
Using Social Media for Mental Health Surveillance	68
A Systematic Literature Review on Federated Machine Learning	68
Fuzzing: A Survey for Roadmap	68
Parallel Genetic Algorithms	67
The Hypervolume Indicator	66
Towards Indistinguishable Augmented Reality	65
Orchestration in Fog Computing: A Comprehensive Survey	65
A Survey on Bayesian Deep Learning	64
A Survey on Encrypted Network Traffic Analysis Applications, Techniques, and Countermeasures	63
D’ya Like DAGs? A Survey on Structure Learning and Causal Discovery	62
Implementations in Machine Ethics	62
Cybersecurity of Industrial Cyber-Physical Systems: A Review	62
AutoML to Date and Beyond: Challenges and Opportunities	62
PLS-SEM for Software Engineering Research	62
Machine Learning–based Cyber Attacks Targeting on Controlled Information	61
AI in Finance: Challenges, Techniques, and Opportunities	61
Serverless Computing: A Survey of Opportunities, Challenges, and Applications	60
Trustworthy AI: From Principles to Practices	60
Blockchain-enabled Federated Learning: A Survey	60
A Survey of Knowledge-enhanced Text Generation	59
Generative Adversarial Networks in Time Series: A Systematic Literature Review	59
A Survey on Applications of Artificial Intelligence in Fighting Against COVID-19	58
A Systematic Review on Data Scarcity Problem in Deep Learning: Solution and Applications	57
A Survey of Binary Code Similarity	57
Deep Learning for Source Code Modeling and Generation	57
Adversarial Machine Learning in Image Classification: A Survey Toward the Defender’s Perspective	56
Attribute-based Encryption for Cloud Computing Access Control	56
From Anecdotal Evidence to Quantitative Evaluation Methods: A Systematic Review on Evaluating Explainable AI	55
Deep Learning-based Face Super-resolution: A Survey	55
A Survey of Reinforcement Learning Algorithms for Dynamically Varying Environments	54
The Evolution of Topic Modeling	54
Blockchain-empowered Federated Learning: Challenges, Solutions, and Future Directions	53
SDN Controllers	53
A Survey of Machine Learning Approaches for Student Dropout Prediction in Online Courses	53
Deep Learning-based Human Pose Estimation: A Survey	53
Decentralised Learning in Federated Deployment Environments	52
A Comprehensive Survey of Few-shot Learning: Evolution, Applications, Challenges, and Opportunities	52
A Survey of Machine Learning for Computer Architecture and Systems	51
Knowledge Tracing: A Survey	51
Blockchains	51
Resource Allocation and Task Scheduling in Fog Computing and Internet of Everything Environments: A Taxonomy, Review, and Future Directions	51
A Survey on Data-driven Network Intrusion Detection	50
A Survey on Subgraph Counting	50
A Survey of Nature-Inspired Computing	49
The Serverless Computing Survey: A Technical Primer for Design Architecture	49
Edge-computing-driven Internet of Things: A Survey	49
Computer Vision for Autonomous UAV Flight Safety: An Overview and a Vision-based Safe Landing Pipeline Example	48
Kubernetes Scheduling: Taxonomy, Ongoing Issues and Challenges	48
Understanding Optical Music Recognition	47
The Elements of End-to-end Deep Face Recognition: A Survey of Recent Advances	47
The Future of False Information Detection on Social Media	47
A Survey on IoT Big Data	47
Vehicular Edge Computing: Architecture, Resource Management, Security, and Challenges	46
The Programmable Data Plane	46
A Survey on Aspect-Based Sentiment Classification	46
A Survey on Fuzzy Deep Neural Networks	46

Deep Learning on Mobile and Embedded Devices	46
Self-calibration and Collaborative Localization for UWB Positioning Systems	46
Deep Learning for Time Series Forecasting: Tutorial and Literature Survey	45
Security Vulnerabilities of SGX and Countermeasures	45
Orchestrating the Development Lifecycle of Machine Learning-based IoT Applications	45
Face Image Quality Assessment: A Literature Survey	44
Evaluating Recommender Systems: Survey and Framework	44
Anomaly Detection and Failure Root Cause Analysis in (Micro) Service-Based Cloud Applications: A Survey	43
Security in Brain-Computer Interfaces	43
Blockchain-Based Digital Twins: Research Trends, Issues, and Future Challenges	43
Survey on Blockchain Networking	43
Object Detection Using Deep Learning Methods in Traffic Scenarios	42
Split Computing and Early Exiting for Deep Learning Applications: Survey and Research Challenges	42
Machine Learning Applications in Internet-of-Drones: Systematic Review, Recent Deployments, and Open Issues	42
Post-hoc Interpretability for Neural NLP: A Survey	42
Biometric Systems Utilising Health Data from Wearable Devices	42
Neural Machine Translation for Low-resource Languages: A Survey	41
A Comprehensive Survey on Poisoning Attacks and Countermeasures in Machine Learning	41
Community Detection in Multiplex Networks	41
Application Domain-Based Overview of IoT Network Traffic Characteristics	40
Biomedical Question Answering: A Survey of Approaches and Challenges	40
A Systematic Review of Multimedia Tools for Cybersecurity Awareness and Education	40
A Survey on Active Deep Learning: From Model Driven to Data Driven	40
A Survey on Trust Evaluation Based on Machine Learning	40
MEC-enabled 5G Use Cases: A Survey on Security Vulnerabilities and Countermeasures	40
The Eye in Extended Reality: A Survey on Gaze Interaction and Eye Tracking in Head-worn Extended Reality	40
Video Generative Adversarial Networks: A Review	39
Weight-Sharing Neural Architecture Search: A Battle to Shrink the Optimization Gap	39
The Application of the Blockchain Technology in Voting Systems	39
A Survey on Embedding Dynamic Graphs	39
A Holistic View on Resource Management in Serverless Computing Environments: Taxonomy and Future Directions	39
Machine Learning-based Orchestration of Containers: A Taxonomy and Future Directions	39
A Survey of Real-Time Ethernet Modeling and Design Methodologies: From AVB to TSN	39
SoK: Decentralized Exchanges (DEX) with Automated Market Maker (AMM) Protocols	39
Vehicle Trajectory Similarity	39
A Survey of Blockchain Consensus Protocols	39
Five Facets of 6G: Research Challenges and Opportunities	39
A Survey on Deep Learning for Software Engineering	38
A Survey on Concept Drift in Process Mining	38
Coordination of Autonomous Vehicles	38
Scheduling IoT Applications in Edge and Fog Computing Environments: A Taxonomy and Future Directions	37
Multimodality in VR: A Survey	36
Network Representation Learning: From Preprocessing, Feature Extraction to Node Embedding	36
Deep AI Enabled Ubiquitous Wireless Sensing	36
Wireless Powered Mobile Edge Computing Networks: A Survey	36
Big Data Systems	36
A Survey of Cybersecurity Certification for the Internet of Things	35
A Survey of Natural Language Generation	35
A Survey on End-User Robot Programming	35
Event Prediction in the Big Data Era	35
Camera Measurement of Physiological Vital Signs	35
A Survey on Haptic Technologies for Mobile Augmented Reality	34
A Survey on Resilience in the IoT	34
Computation Offloading and Retrieval for Vehicular Edge Computing	34
Deep Learning on Monocular Object Pose Detection and Tracking: A Comprehensive Overview	34
A Survey of Algorithmic Recourse: Contrastive Explanations and Consequential Recommendations	34
A Survey of Network-on-Chip Security Attacks and Countermeasures	34
Synchronous Transmissions in Low-Power Wireless	34
Ransomware Mitigation in the Modern Era: A Comprehensive Review, Research Challenges, and Future Directions	33
A Survey of Joint Intent Detection and Slot Filling Models in Natural Language Understanding	33
Human Factors in Phishing Attacks: A Systematic Literature Review	33
Artificial Intelligence Security: Threats and Countermeasures	33
Visual Affordance and Function Understanding	33
Fairness in Machine Learning: A Survey	33
Level-5 Autonomous Driving—Are We There Yet? A Review of Research Literature	33
Exploiting Errors for Efficiency	32
Cyber-aggression, Cyberbullying, and Cyber-grooming	32
Self-Supervised Learning for Videos: A Survey	32
Resource Management and Scheduling in Distributed Stream Processing Systems	32
A Survey on Document-level Neural Machine Translation	32
Gait Recognition Based on Deep Learning: A Survey	32
Privacy-Preserving Reputation Systems Based on Blockchain and Other Cryptographic Building Blocks: A Survey	32
Uncertainty-aware Decisions in Cloud Computing	32
A Survey of Microarchitectural Side-channel Vulnerabilities, Attacks, and Defenses in Cryptography	32
A Survey on Windows-based Ransomware Taxonomy and Detection Mechanisms	32
Automated Text Simplification	32
A Survey on Uncertainty Estimation in Deep Learning Classification Systems from a Bayesian Perspective	32
A Guideline on Pseudorandom Number Generation (PRNG) in the IoT	32
Generative Adversarial Networks for Face Generation: A Survey	31
Application Layer Denial-of-Service Attacks and Defense Mechanisms	31
Hardware Approximate Techniques for Deep Neural Network Accelerators: A Survey	31
A Taxonomy and Survey of Power Models and Power Modeling for Cloud Servers	31
Mobility Management in 5G-enabled Vehicular Networks	31
Multi-core Devices for Safety-critical Systems	30
A Survey on Hyperdimensional Computing aka Vector Symbolic Architectures, Part II: Applications, Cognitive Models, and Challenges	30
Machine Learning-Enabled IoT Security: Open Issues and Challenges Under Advanced Persistent Threats	30
A Review of Cognitive Assistants for Healthcare	30
Multi-document Summarization via Deep Learning Techniques: A Survey	30
Open-world Machine Learning: Applications, Challenges, and Opportunities	30
Smart Grid Cyber-Physical Situational Awareness of Complex Operational Technology Attacks: A Review	29
A Survey of Evaluation Metrics Used for NLG Systems	29
A Survey on Edge Performance Benchmarking	29
Path-Planning for Unmanned Aerial Vehicles with Environment Complexity Considerations: A Survey	29
AI-Based Intrusion Detection Systems for In-Vehicle Networks: A Survey	29
On the Edge of the Deployment: A Survey on Multi-access Edge Computing	29