OOIR: Observatory of International Research

Papers

(The H4-Index of ACM Computing Surveys is 75. 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 2020-04-01 to 2024-04-01.)

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
A Comprehensive Survey of Privacy-preserving Federated Learning	195
Efficient Transformers: A Survey	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
A Survey of Network Virtualization Techniques for Internet of Things Using SDN and NFV	118
Trustworthy Artificial Intelligence: A Review	118
Outlier Detection	114
Hierarchical Reinforcement Learning	113
Integrating Scientific Knowledge with Machine Learning for Engineering and Environmental Systems	111
Deep Learning-based Anomaly Detection in Cyber-physical Systems	111
Application Management in Fog Computing Environments	111
A Review on Fairness in Machine Learning	108
Driver Emotion Recognition for Intelligent Vehicles	108
A Survey on Differential Privacy for Unstructured Data Content	104
Evolution of Semantic Similarity—A Survey	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
Assuring the Machine Learning Lifecycle	90
Causality-based Feature Selection	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
Trade-offs between Distributed Ledger Technology Characteristics	83
Location Privacy-preserving Mechanisms in Location-based Services	83
Principal Component Analysis	82
Adversarial Machine Learning Attacks and Defense Methods in the Cyber Security Domain	81
Blockchain Technology for Cloud Storage	80
Generative Adversarial Networks for face generation: A survey	80
Survey of Post-OCR Processing Approaches	79
An Overview of End-to-End Entity Resolution for Big Data	78
A Survey on Deep Learning for Human Mobility	78
Screen Content Quality Assessment: Overview, Benchmark, and Beyond	78
Evolutionary Large-Scale Multi-Objective Optimization: A Survey	77
A Survey of Smart Contract Formal Specification and Verification	77
Membership Inference Attacks on Machine Learning: A Survey	76
A Survey on Deep Learning for Human Activity Recognition	75

Security and Privacy in IoT Using Machine Learning and Blockchain