OOIR: Observatory of International Research

Papers

(The H4-Index of ACM Computing Surveys is 88. 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 2020-10-01 to 2024-10-01.)

Article	Citations
A Survey on Bias and Fairness in Machine Learning	1488
Transformers in Vision: A Survey	1170
Deep Learning for Anomaly Detection	1170
Pre-train, Prompt, and Predict: A Systematic Survey of Prompting Methods in Natural Language Processing	923
Deep Learning--based Text Classification	801
Survey of Hallucination in Natural Language Generation	617
Knowledge Graphs	555
A Survey of Deep Active Learning	424
A Review on Outlier/Anomaly Detection in Time Series Data	378
k-Nearest Neighbour Classifiers - A Tutorial	346
Graph Neural Networks in Recommender Systems: A Survey	344
The Creation and Detection of Deepfakes	310
Tackling Climate Change with Machine Learning	274
A Survey on Blockchain Interoperability: Past, Present, and Future Trends	274
A Comprehensive Survey of Privacy-preserving Federated Learning	265
A Comprehensive Survey of Neural Architecture Search	260
Efficient Transformers: A Survey	259
A Survey on Session-based Recommender Systems	251
Federated Learning for Smart Healthcare: A Survey	239
Generative Adversarial Networks (GANs)	233
Diffusion Models: A Comprehensive Survey of Methods and Applications	214
Generative Adversarial Networks	212
Deep Learning for Sensor-based Human Activity Recognition	212
Recent Advances in Natural Language Processing via Large Pre-trained Language Models: A Survey	205
When Machine Learning Meets Privacy	201

Trustworthy Artificial Intelligence: A Review	200
Explainable AI (XAI): Core Ideas, Techniques, and Solutions	188
A Survey of Android Malware Detection with Deep Neural Models	187
Reinforcement Learning in Healthcare: A Survey	184
A Review on Fairness in Machine Learning	182
Machine Learning at the Network Edge: A Survey	180
A Survey on Conversational Recommender Systems	166
Integrating Scientific Knowledge with Machine Learning for Engineering and Environmental Systems	161
Challenges in Deploying Machine Learning: A Survey of Case Studies	159
Hierarchical Reinforcement Learning	154
Deep Learning for Medical Anomaly Detection – A Survey	140
A Survey on Generative Adversarial Networks: Variants, Applications, and Training	139
Reinforcement Learning based Recommender Systems: A Survey	137
Deep Learning-based Anomaly Detection in Cyber-physical Systems	137
Efficient Deep Learning: A Survey on Making Deep Learning Models Smaller, Faster, and Better	136
Edge Computing with Artificial Intelligence: A Machine Learning Perspective	133
Evolution of Semantic Similarity—A Survey	131
A Survey on Differential Privacy for Unstructured Data Content	131
Principal Component Analysis	131
Generative Adversarial Networks in Computer Vision	131
Membership Inference Attacks on Machine Learning: A Survey	130
Natural Language Processing for Requirements Engineering	125
Adversarial Machine Learning Attacks and Defense Methods in the Cyber Security Domain	123
A Survey on Data Augmentation for Text Classification	122
From Anecdotal Evidence to Quantitative Evaluation Methods: A Systematic Review on Evaluating Explainable AI	119
EEG Based Emotion Recognition: A Tutorial and Review	119
Computing Graph Neural Networks: A Survey from Algorithms to Accelerators	119
Blockchain-Based Federated Learning for Securing Internet of Things: A Comprehensive Survey	115
A Survey of Information Cascade Analysis	115
Assuring the Machine Learning Lifecycle	114
A Comprehensive Survey of Few-shot Learning: Evolution, Applications, Challenges, and Opportunities	114
Avoiding Overfitting: A Survey on Regularization Methods for Convolutional Neural Networks	112
A Survey on Trajectory Data Management, Analytics, and Learning	110
A Survey on Deep Learning for Human Mobility	109
Evolutionary Large-Scale Multi-Objective Optimization: A Survey	108
Fuzzing: A Survey for Roadmap	108
A Survey on Adversarial Recommender Systems	108
Text Recognition in the Wild	106
Trustworthy AI: From Principles to Practices	106
Deep Learning-based Human Pose Estimation: A Survey	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	98
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
A Survey on Deep Learning for Human Activity Recognition	93
Location Privacy-preserving Mechanisms in Location-based Services	93
Generative Adversarial Networks for face generation: A survey	93
Fashion Meets Computer Vision	93
Cyberattacks and Countermeasures for In-Vehicle Networks	92
AI in Finance: Challenges, Techniques, and Opportunities	91
Security and Privacy in IoT Using Machine Learning and Blockchain	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