ACM Computing Surveys

Article	Citations
A Survey on Bias and Fairness in Machine Learning	1505
Transformers in Vision: A Survey	1205
Deep Learning for Anomaly Detection	1188
Pre-train, Prompt, and Predict: A Systematic Survey of Prompting Methods in Natural Language Processing	960
Deep Learning--based Text Classification	806
Survey of Hallucination in Natural Language Generation	647
Knowledge Graphs	555
A Survey of Deep Active Learning	442
A Review on Outlier/Anomaly Detection in Time Series Data	381
k-Nearest Neighbour Classifiers - A Tutorial	346
Graph Neural Networks in Recommender Systems: A Survey	344
The Creation and Detection of Deepfakes	310
A Survey on Blockchain Interoperability: Past, Present, and Future Trends	279
Tackling Climate Change with Machine Learning	274
A Comprehensive Survey of Neural Architecture Search	267
Efficient Transformers: A Survey	266
A Comprehensive Survey of Privacy-preserving Federated Learning	265
A Survey on Session-based Recommender Systems	251
Federated Learning for Smart Healthcare: A Survey	242
Generative Adversarial Networks (GANs)	233
Recent Advances in Natural Language Processing via Large Pre-trained Language Models: A Survey	224
Generative Adversarial Networks	215
Diffusion Models: A Comprehensive Survey of Methods and Applications	214
Deep Learning for Sensor-based Human Activity Recognition	212
Explainable AI (XAI): Core Ideas, Techniques, and Solutions	203

When Machine Learning Meets Privacy	201
Trustworthy Artificial Intelligence: A Review	200
A Review on Fairness in Machine Learning	189
A Survey of Android Malware Detection with Deep Neural Models	187
Reinforcement Learning in Healthcare: A Survey	184
Machine Learning at the Network Edge: A Survey	180
A Survey on Conversational Recommender Systems	168
Integrating Scientific Knowledge with Machine Learning for Engineering and Environmental Systems	163
Challenges in Deploying Machine Learning: A Survey of Case Studies	162
Hierarchical Reinforcement Learning	158
Efficient Deep Learning: A Survey on Making Deep Learning Models Smaller, Faster, and Better	146
Deep Learning for Medical Anomaly Detection – A Survey	140
Deep Learning-based Anomaly Detection in Cyber-physical Systems	140
Reinforcement Learning based Recommender Systems: A Survey	139
A Survey on Generative Adversarial Networks: Variants, Applications, and Training	139
Membership Inference Attacks on Machine Learning: A Survey	133
Edge Computing with Artificial Intelligence: A Machine Learning Perspective	133
Principal Component Analysis	131
Generative Adversarial Networks in Computer Vision	131
Evolution of Semantic Similarity—A Survey	131
A Survey on Differential Privacy for Unstructured Data Content	131
From Anecdotal Evidence to Quantitative Evaluation Methods: A Systematic Review on Evaluating Explainable AI	128
Natural Language Processing for Requirements Engineering	126
EEG Based Emotion Recognition: A Tutorial and Review	125
Adversarial Machine Learning Attacks and Defense Methods in the Cyber Security Domain	123
A Survey on Data Augmentation for Text Classification	122
Computing Graph Neural Networks: A Survey from Algorithms to Accelerators	119
A Comprehensive Survey of Few-shot Learning: Evolution, Applications, Challenges, and Opportunities	118
Assuring the Machine Learning Lifecycle	118
Blockchain-Based Federated Learning for Securing Internet of Things: A Comprehensive Survey	115
Avoiding Overfitting: A Survey on Regularization Methods for Convolutional Neural Networks	115
A Survey of Information Cascade Analysis	115
A Survey on Trajectory Data Management, Analytics, and Learning	110
Trustworthy AI: From Principles to Practices	109
A Survey on Deep Learning for Human Mobility	109
Fuzzing: A Survey for Roadmap	108
A Survey on Adversarial Recommender Systems	108
Evolutionary Large-Scale Multi-Objective Optimization: A Survey	108
Deep Learning-based Human Pose Estimation: A Survey	106
Text Recognition in the Wild	106
Named Entity Recognition and Relation Extraction	105
A Survey of Smart Contract Formal Specification and Verification	104
A Survey on Ransomware: Evolution, Taxonomy, and Defense Solutions	104
Screen Content Quality Assessment: Overview, Benchmark, and Beyond	104
Survey of Post-OCR Processing Approaches	100
Evolutionary Machine Learning: A Survey	100
An Overview of End-to-End Entity Resolution for Big Data	99
Generative Adversarial Networks in Time Series: A Systematic Literature Review	99
A Comprehensive Survey on Interoperability for IIoT: Taxonomy, Standards, and Future Directions	98
A Survey on Automated Log Analysis for Reliability Engineering	95

Knowledge Tracing: A Survey	95
Voice in Human–Agent Interaction	95
The Hypervolume Indicator	94
Location Privacy-preserving Mechanisms in Location-based Services	94
Fashion Meets Computer Vision	93
Generative Adversarial Networks for face generation: A survey	93
A Survey on Deep Learning for Human Activity Recognition	93
Cyberattacks and Countermeasures for In-Vehicle Networks	92
Security and Privacy in IoT Using Machine Learning and Blockchain	91
AI in Finance: Challenges, Techniques, and Opportunities	91
A Survey on Encrypted Network Traffic Analysis Applications, Techniques, and Countermeasures	90
Recent Advances of Monocular 2D and 3D Human Pose Estimation: A Deep Learning Perspective	89
A Systematic Literature Review on Federated Machine Learning	88
Machine Learning into Metaheuristics	87
Blockchain-enabled Federated Learning: A Survey	87
A Survey of Machine Learning for Computer Architecture and Systems	86
AUC Maximization in the Era of Big Data and AI: A Survey	86
Serverless Computing: A Survey of Opportunities, Challenges, and Applications	85
Split Computing and Early Exiting for Deep Learning Applications: Survey and Research Challenges	85
A Survey of State-of-the-Art on Blockchains	85
Smart Home Personal Assistants	85
Topic Modeling Using Latent Dirichlet allocation	85
Blockchain-empowered Federated Learning: Challenges, Solutions, and Future Directions	84
Orchestration in Fog Computing: A Comprehensive Survey	82
A Systematic Review on Data Scarcity Problem in Deep Learning: Solution and Applications	82
Adversarial Machine Learning in Image Classification: A Survey Toward the Defender’s Perspective	82
AutoML to Date and Beyond: Challenges and Opportunities	81
D’ya Like DAGs? A Survey on Structure Learning and Causal Discovery	80
A Survey of Knowledge-enhanced Text Generation	79
The Evolution of Topic Modeling	79
Towards Indistinguishable Augmented Reality	78
Using Social Media for Mental Health Surveillance	78
Anomaly Detection in Road Traffic Using Visual Surveillance	78
Cybersecurity of Industrial Cyber-Physical Systems: A Review	77
Machine Learning Applications in Internet-of-Drones: Systematic Review, Recent Deployments, and Open Issues	75
PLS-SEM for Software Engineering Research	74
A Comprehensive Survey on Poisoning Attacks and Countermeasures in Machine Learning	72
Resource Allocation and Task Scheduling in Fog Computing and Internet of Everything Environments: A Taxonomy, Review, and Future Directions	71
A Survey of Blockchain Consensus Protocols	71
A Survey of Reinforcement Learning Algorithms for Dynamically Varying Environments	71
Deep Learning for Time Series Forecasting: Tutorial and Literature Survey	71
Anomaly Detection and Failure Root Cause Analysis in (Micro) Service-Based Cloud Applications: A Survey	71
Edge-computing-driven Internet of Things: A Survey	70
A Survey on Data-driven Network Intrusion Detection	69
Implementations in Machine Ethics	69
Machine Learning–based Cyber Attacks Targeting on Controlled Information	69
Deep Learning-based Face Super-resolution: A Survey	68
The Eye in Extended Reality: A Survey on Gaze Interaction and Eye Tracking in Head-worn Extended Reality	68
Fairness in Machine Learning: A Survey	68
Kubernetes Scheduling: Taxonomy, Ongoing Issues and Challenges	67
Evaluating Recommender Systems: Survey and Framework	67
A Survey of Binary Code Similarity	67
Neural Machine Translation for Low-resource Languages: A Survey	67
Five Facets of 6G: Research Challenges and Opportunities	65
Post-hoc Interpretability for Neural NLP: A Survey	65
A Survey on Deep Learning for Software Engineering	65
A Survey on Aspect-Based Sentiment Classification	64
SDN Controllers	63
A Survey on Applications of Artificial Intelligence in Fighting Against COVID-19	60
Face Image Quality Assessment: A Literature Survey	60
Self-calibration and Collaborative Localization for UWB Positioning Systems	60
Computer Vision for Autonomous UAV Flight Safety: An Overview and a Vision-based Safe Landing Pipeline Example	59
The Programmable Data Plane	59
Security Vulnerabilities of SGX and Countermeasures	59
The Serverless Computing Survey: A Technical Primer for Design Architecture	59
A Survey on Active Deep Learning: From Model Driven to Data Driven	59
Blockchain-Based Digital Twins: Research Trends, Issues, and Future Challenges	58
A Survey on Embedding Dynamic Graphs	58
SoK: Decentralized Exchanges (DEX) with Automated Market Maker (AMM) Protocols	58
The Elements of End-to-end Deep Face Recognition: A Survey of Recent Advances	57
A Survey on Subgraph Counting	56
A Survey of Nature-Inspired Computing	55
A Survey of Controllable Text Generation Using Transformer-based Pre-trained Language Models	55
Decentralised Learning in Federated Deployment Environments	55
Vehicular Edge Computing: Architecture, Resource Management, Security, and Challenges	54
Video Generative Adversarial Networks: A Review	53
A Survey of Algorithmic Recourse: Contrastive Explanations and Consequential Recommendations	53
AI-Based Intrusion Detection Systems for In-Vehicle Networks: A Survey	53
A Survey on Concept Drift in Process Mining	53
Recent Advances in Bayesian Optimization	53

Multimodal Sentiment Analysis: A Survey of Methods, Trends, and Challenges	52
A Survey on IoT Big Data	52
Multimodality in VR: A Survey	52
A Systematic Review of Multimedia Tools for Cybersecurity Awareness and Education	52
Artificial Intelligence Security: Threats and Countermeasures	51
A Survey on Hyperdimensional Computing aka Vector Symbolic Architectures, Part II: Applications, Cognitive Models, and Challenges	51
Community Detection in Multiplex Networks	51
Survey on Blockchain Networking	51
A Survey of Real-Time Ethernet Modeling and Design Methodologies: From AVB to TSN	51
Smart Grid Cyber-Physical Situational Awareness of Complex Operational Technology Attacks: A Review	51
Machine Learning-based Orchestration of Containers: A Taxonomy and Future Directions	51
Wireless Powered Mobile Edge Computing Networks: A Survey	50
Object Detection Using Deep Learning Methods in Traffic Scenarios	50
Scheduling IoT Applications in Edge and Fog Computing Environments: A Taxonomy and Future Directions	49
Generative Adversarial Networks for Face Generation: A Survey	48
A Survey on End-User Robot Programming	48
Hardware Approximate Techniques for Deep Neural Network Accelerators: A Survey	48
MEC-enabled 5G Use Cases: A Survey on Security Vulnerabilities and Countermeasures	48
Coordination of Autonomous Vehicles	48
A Holistic View on Resource Management in Serverless Computing Environments: Taxonomy and Future Directions	47
Deep AI Enabled Ubiquitous Wireless Sensing	47
Camera Measurement of Physiological Vital Signs	46
Self-Supervised Learning for Videos: A Survey	46
A Survey of Network-on-Chip Security Attacks and Countermeasures	46
Biomedical Question Answering: A Survey of Approaches and Challenges	46
A Survey on Measuring Cognitive Workload in Human-Computer Interaction	46
Open-world Machine Learning: Applications, Challenges, and Opportunities	45
Deep Learning on Monocular Object Pose Detection and Tracking: A Comprehensive Overview	45
Security in Brain-Computer Interfaces	45
Evolutionary Dynamic Multi-objective Optimisation: A Survey	45
Human Factors in Phishing Attacks: A Systematic Literature Review	45
Connect API with Blockchain: A Survey on Blockchain Oracle Implementation	45
Weight-Sharing Neural Architecture Search: A Battle to Shrink the Optimization Gap	45
Advancing SDN from OpenFlow to P4: A Survey	44
QA Dataset Explosion: A Taxonomy of NLP Resources for Question Answering and Reading Comprehension	44
On the Edge of the Deployment: A Survey on Multi-access Edge Computing	44
Explainable Deep Reinforcement Learning: State of the Art and Challenges	43
A Survey of Natural Language Generation	43
The Application of the Blockchain Technology in Voting Systems	43
SoK: Deep Learning-based Physical Side-channel Analysis	43
Level-5 Autonomous Driving—Are We There Yet? A Review of Research Literature	43
A Survey on Haptic Technologies for Mobile Augmented Reality	43
Recurrent Neural Networks for Edge Intelligence	43
Visual Affordance and Function Understanding	42
A Survey of Microarchitectural Side-channel Vulnerabilities, Attacks, and Defenses in Cryptography	42
Automated Text Simplification	42
Cyber-aggression, Cyberbullying, and Cyber-grooming	42
Event Prediction in the Big Data Era	42
A Survey of Joint Intent Detection and Slot Filling Models in Natural Language Understanding	41
A Survey of Security and Privacy Issues in V2X Communication Systems	41
Path-Planning for Unmanned Aerial Vehicles with Environment Complexity Considerations: A Survey	41
Ransomware Mitigation in the Modern Era: A Comprehensive Review, Research Challenges, and Future Directions	41
Few-Shot Object Detection: A Survey	41
Synchronous Transmissions in Low-Power Wireless	40
A Survey on Windows-based Ransomware Taxonomy and Detection Mechanisms	40
A Survey on Resilience in the IoT	40
A Survey on Document-level Neural Machine Translation	40
Exploring Neuromorphic Computing Based on Spiking Neural Networks: Algorithms to Hardware	39
Heterogeneous Federated Learning: State-of-the-art and Research Challenges	39
Uncertainty-aware Decisions in Cloud Computing	39
The Secondary Use of Electronic Health Records for Data Mining: Data Characteristics and Challenges	39
Machine Learning-Enabled IoT Security: Open Issues and Challenges Under Advanced Persistent Threats	38
A Survey on Synchronous Augmented, Virtual, andMixed Reality Remote Collaboration Systems	38
Network Representation Learning: From Preprocessing, Feature Extraction to Node Embedding	38
Constructing Neural Network Based Models for Simulating Dynamical Systems	38
A Survey of Evaluation Metrics Used for NLG Systems	38
A Survey on Uncertainty Estimation in Deep Learning Classification Systems from a Bayesian Perspective	38
A Guideline on Pseudorandom Number Generation (PRNG) in the IoT	38
Application Layer Denial-of-Service Attacks and Defense Mechanisms	38
Privacy-Preserving Reputation Systems Based on Blockchain and Other Cryptographic Building Blocks: A Survey	38
A Survey on Hyperdimensional Computing aka Vector Symbolic Architectures, Part I: Models and Data Transformations	38
Multi-document Summarization via Deep Learning Techniques: A Survey	37
A Survey of Cybersecurity Certification for the Internet of Things	37
Gait Recognition Based on Deep Learning: A Survey	37
A Survey on Edge Performance Benchmarking	37
Hardware Information Flow Tracking	36
A Survey on Hypergraph Representation Learning	36
Integrated Blockchain and Cloud Computing Systems: A Systematic Survey, Solutions, and Challenges	36
A Review of Cognitive Assistants for Healthcare	36
A Security Review in the UAVNet Era: Threats, Countermeasures, and Gap Analysis	36
Multimodal Classification: Current Landscape, Taxonomy and Future Directions	36
A Systematic Review of API Evolution Literature	36
Towards Metaheuristic Scheduling Techniques in Cloud and Fog: An Extensive Taxonomic Review	35
A Survey of Privacy Attacks in Machine Learning	35
Measuring Presence in Virtual Environments: A Survey	35
Deep Learning for Android Malware Defenses: A Systematic Literature Review	34
A Survey of Unsupervised Generative Models for Exploratory Data Analysis and Representation Learning	34
Point-of-Interest Recommender Systems Based on Location-Based Social Networks: A Survey from an Experimental Perspective	34
Trust in Edge-based Internet of Things Architectures: State of the Art and Research Challenges	34
A Comprehensive Review on Vision-Based Violence Detection in Surveillance Videos	33
Techniques for Inverted Index Compression	33
Assessment of Routing Attacks and Mitigation Techniques with RPL Control Messages: A Survey	33
Investigation of Multiple-valued Logic Technologies for Beyond-binary Era	33
Towards Interconnected Blockchains	33
Mobile Augmented Reality: User Interfaces, Frameworks, and Intelligence	33