OOIR: Observatory of International Research

Papers

(The H4-Index of ACM Computing Surveys is 79. The table below lists those papers that are above that threshold based on CrossRef citation counts [max. 250 papers]. The publications cover those that have been published in the past four years, i.e., from 2020-05-01 to 2024-05-01.)

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
A Survey of Android Malware Detection with Deep Neural Models	168

When Machine Learning Meets Privacy	168
Federated Learning for Smart Healthcare: A Survey	167
An Overview of Service Placement Problem in Fog and Edge Computing	159
Generative Adversarial Networks (GANs)	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
Driver Emotion Recognition for Intelligent Vehicles	114
Deep Learning-based Anomaly Detection in Cyber-physical Systems	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
Assuring the Machine Learning Lifecycle	94
Explainable AI (XAI): Core Ideas, Techniques, and Solutions	94
Natural Language Processing for Requirements Engineering	93
A Survey of Information Cascade Analysis	92
Adversarial Machine Learning Attacks and Defense Methods in the Cyber Security Domain	92
Causality-based Feature Selection	90
A Survey on Trajectory Data Management, Analytics, and Learning	90
A Survey on Adversarial Recommender Systems	88
Principal Component Analysis	88
A Survey of Multilingual Neural Machine Translation	86
Membership Inference Attacks on Machine Learning: A Survey	85
Screen Content Quality Assessment: Overview, Benchmark, and Beyond	85
Blockchain-Based Federated Learning for Securing Internet of Things: A Comprehensive Survey	85
Location Privacy-preserving Mechanisms in Location-based Services	84
Evolutionary Large-Scale Multi-Objective Optimization: A Survey	83
Generative Adversarial Networks for face generation: A survey	83
Trade-offs between Distributed Ledger Technology Characteristics	83
A Survey of Smart Contract Formal Specification and Verification	82
EEG Based Emotion Recognition: A Tutorial and Review	82
A Survey on Deep Learning for Human Mobility	81
Survey of Post-OCR Processing Approaches	81
Blockchain Technology for Cloud Storage	81

Evolutionary Machine Learning: A Survey	80
An Overview of End-to-End Entity Resolution for Big Data	80
A Survey on Deep Learning for Human Activity Recognition	79
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