OOIR: Observatory of International Research

Papers

(The H4-Index of ACM Computing Surveys is 99. 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 2021-06-01 to 2025-06-01.)

Article	Citations
Timed Automata as a Formalism for Expressing Security: A Survey on Theory and Practice	2243
A Survey on Stability of Learning with Limited Labelled Data and its Sensitivity to the Effects of Randomness	1732
Open-Ethical AI: Advancements in Open-Source Human-Centric Neural Language Models	1704
Towards Trustworthy AI-Empowered Real-Time Bidding for Online Advertisement Auctioning	1259
A Survey of Heuristics for Profile and Wavefront Reductions	806
A Comprehensive Review on IoT Marketplace Matchmaking: Approaches, Opportunities and Challenges	591
Secure Robotics: Navigating Challenges at the Nexus of Safety, Trust, and Cybersecurity in Cyber-Physical Systems	581
A Survey on Exotic Signatures for Post-quantum Blockchain: Challenges and Research Directions	564
A Survey on Security of UAV Swarm Networks: Attacks and Countermeasures	559
Brave New GES World: A Systematic Literature Review of Gestures and Referents in Gesture Elicitation Studies	511
Data Readiness for AI: A 360-Degree Survey	490
Fairness in Ranking, Part II: Learning-to-Rank and Recommender Systems	411
Privacy Intelligence: A Survey on Image Privacy in Online Social Networks	385
Demystifying Graph Databases: Analysis and Taxonomy of Data Organization, System Designs, and Graph Queries	376
A Survey on Concept Drift in Process Mining	371
A Systematic Literature Review on Automated Software Vulnerability Detection Using Machine Learning	367
A Survey on Aspect-Based Sentiment Classification	339
A Review of Olfactory Display Designs for Virtual Reality Environments	313
I Know What You Trained Last Summer: A Survey on Stealing Machine Learning Models and Defences	288
Exploring Neuromorphic Computing Based on Spiking Neural Networks: Algorithms to Hardware	279
A Survey on Embedding Dynamic Graphs	273
A Comprehensive Analysis of Explainable AI for Malware Hunting	266
Neural Architecture Search Survey: A Hardware Perspective	264
Demystify the Fuzzing Methods: A Comprehensive Survey	264
Down the Rabbit Hole: Detecting Online Extremism, Radicalisation, and Politicised Hate Speech	256

Machine Learning and Physics: A Survey of Integrated Models	251
Diffusion Models: A Comprehensive Survey of Methods and Applications	249
Transformers in Vision: A Survey	248
Survey on Digital Video Stabilization: Concepts, Methods, and Challenges	238
Transfer Learning in Sensor-Based Human Activity Recognition: A Survey	234
Systematic Literature Review on Parallel Trajectory-based Metaheuristics	233
Remote Electronic Voting in Uncontrolled Environments: A Classifying Survey	232
Multi-Class Imbalanced Data Handling with Concept Drift in Fog Computing: A Taxonomy, Review, and Future Directions	217
Private Graph Data Release: A Survey	216
A Survey on the State of the Art of Causally Consistent Cloud Systems	212
A Survey and Taxonomy of Latency Compensation Techniques for Network Computer Games	212
State-of-the-Art and Challenges of Engineering ML- Enabled Software Systems in the Deep Learning Era	198
A Contemporary Survey on Live Video Streaming from a Computation-Driven Perspective	185
Deep Learning Models for Serendipity Recommendations: A Survey and New Perspectives	185
ISP Meets Deep Learning: A Survey on Deep Learning Methods for Image Signal Processing	179
Knowledge-based Cyber Physical Security at Smart Home: A Review	178
A Survey on Virtual Network Functions for Media Streaming: Solutions and Future Challenges	176
Personalization in Public Transport Passenger Information Systems: A Systematic Review and Framework	175
A Systematic Review of Cross-Lingual Sentiment Analysis: Tasks, Strategies, and Prospects	174
Bridging the Gap between Spatial and Spectral Domains: A Unified Framework for Graph Neural Networks	173
A Comprehensive Review on Vision-Based Violence Detection in Surveillance Videos	167
A Practical Tutorial on Graph Neural Networks	165
A Survey of Multi-modal Knowledge Graphs: Technologies and Trends	160
Security and Privacy in Unified Communication	157
A Survey of Security and Privacy Issues in V2X Communication Systems	157
Wild Patterns Reloaded: A Survey of Machine Learning Security against Training Data Poisoning	153
From Reactive to Active Sensing: A Survey on Information Gathering in Decision-theoretic Planning	153
Domain Generalization in Computational Pathology: Survey and Guidelines	152
How many FIDO protocols are needed? Analysing the technology, security and compliance	151
Visual Tuning	151
A Survey on Hypergraph Representation Learning	146
A Systematic Review of Multimodal Signal Fusion for Acute Pain Assessment Systems	144
On the Explainability of Natural Language Processing Deep Models	142
A Survey on Synchronous Augmented, Virtual, andMixed Reality Remote Collaboration Systems	141
Dataset Discovery and Exploration: A Survey	140
Screen Content Quality Assessment: Overview, Benchmark, and Beyond	137
Evolutionary Large-Scale Multi-Objective Optimization: A Survey	137
Engineering Blockchain-based Software Systems: Foundations, Survey, and Future Directions	135
Botnet Business Models, Takedown Attempts, and the Darkweb Market: A Survey	134
Text Classification Using Graph Convolutional Networks: A Comprehensive Survey	134
Explainability in Deep Reinforcement Learning: A Review into Current Methods and Applications	133
Evolving Paradigms in Automated Program Repair: Taxonomy, Challenges, and Opportunities	132
From Perception to Computation: Revisiting Delay Optimization for Connected Autonomous Vehicles	132
The Role of Multi-Agents in Digital Twin Implementation: Short Survey	132
Eco-Friendly Route Planning Algorithms: Taxonomies, Literature Review and Future Directions	130
A.I. Robustness: a Human-Centered Perspective on Technological Challenges and Opportunities	130
Challenges and Opportunities in Mobile Network Security for Vertical Applications: A Survey	129
Distributed Scrum: A Case Meta-analysis	129
Deep Learning Library Testing: Definition, Methods and Challenges	129
Private and Secure Distributed Deep Learning: A Survey	129

A Systematic Literature Review on Multi-Robot Task Allocation	126
Non-imaging Medical Data Synthesis for Trustworthy AI: A Comprehensive Survey	124
FPGA/GPU-based Acceleration for Frequent Itemsets Mining: A Comprehensive Review	122
A Review of Stability in Topic Modeling: Metrics for Assessing and Techniques for Improving Stability	121
Deep Learning Methods for Abstract Visual Reasoning: A Survey on Raven's Progressive Matrices	120
More than Privacy	120
Class-Imbalanced Learning on Graphs: A Survey	119
Embedding Compression in Recommender Systems: A Survey	119
Driving Healthcare Monitoring with IoT and Wearable Devices: A Systematic Review	117
Adversary Models for Mobile Device Authentication	114
Visual Question Answering: A Survey of Methods, Datasets, Evaluation, and Challenges	114
Deep Generative Models for Therapeutic Peptide Discovery: A Comprehensive Review	112
Survey and Taxonomy of Adversarial Reconnaissance Techniques	112
Deep Learning on Monocular Object Pose Detection and Tracking: A Comprehensive Overview	111
State of Practical Applicability of Regression Testing Research: A Live Systematic Literature Review	109
Deep Learning for Code Intelligence: Survey, Benchmark and Toolkit	108
Semantic Knowledge Graphs for the News: A Review	107
A Taxonomy and Survey on Grid-Based Routing Protocols Designed for Wireless Sensor Networks	106
Threats to Training: A Survey of Poisoning Attacks and Defenses on Machine Learning Systems	103
A Taxonomy and Systematic Review of Gaze Interactions for 2D Displays: Promising Techniques and Opportunities	103
Knowledge Graph Embedding: A Survey from the Perspective of Representation Spaces	103
A Survey of AI-enabled Dynamic Manufacturing Scheduling: From Directed Heuristics to Autonomous Learning	103
Heterogeneous Federated Learning: State-of-the-art and Research Challenges	102
Weight-Sharing Neural Architecture Search: A Battle to Shrink the Optimization Gap	102