OOIR: Observatory of International Research

Papers

(The H4-Index of ACM Transactions on Intelligent Systems and Technology is 31. 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 2021-08-01 to 2025-08-01.)

Article	Citations
Improving Faithfulness and Factuality with Contrastive Learning in Explainable Recommendation	1119
Robust Learning under Hybrid Noise	434
Introduction to the Special Issue on the Federated Learning: Algorithms, Systems, and Applications: Part 1	340
Hierarchical Pruning of Deep Ensembles with Focal Diversity	225
Popularity Bias in Correlation Graph-based API Recommendation for Mashup Creation	193
Deep Causal Reasoning for Recommendations	110
Second-order Confidence Network for Early Classification of Time Series	96
Prediction for Sensor-Less Locations Using Multi-View Graph Fusion Approach with Approximation Module: A Case Study on Dengue Fever Risk Sensor	92
Privacy Preservation for Trajectory Publication Based on Differential Privacy	90
Steering-by-example for Progressive Visual Analytics	81
Cross-Hierarchical Structure-Detail-Aware Transformer for Single Image Deblurring	79
Modeling the Chaotic Semantic States of Generative Artificial Intelligence (AI): A Quantum Mechanics Analogy Approach	74
Evaluating Large Language Models as Virtual Annotators for Time-series Physical Sensing Data	74
Aspect-Enhanced Explainable Recommendation with Multi-modal Contrastive Learning	70
Discovering Causes of Traffic Congestion via Deep Transfer Clustering	60
Towards a Greener and Fairer Transportation System: A Survey of Route Recommendation Techniques	60
Configure Your Federation: Hierarchical Attention-enhanced Meta-Learning Network for Personalized Federated Learning	56
3D-Guided Frontal Face Generation for Pose-Invariant Recognition	56
Multimodal Dialogue Systems via Capturing Context-aware Dependencies and Ordinal Information of Semantic Elements	53
Towards Predicting Urban Land Use Changes: A Dynamic Graph Alignment Perspective	49
Cost-aware Best Arm Identification in Stochastic Bandits	44
Decentralized Online Learning: Take Benefits from Others’ Data without Sharing Your Own to Track Global Trend	42
Route Optimization via Environment-Aware Deep Network and Reinforcement Learning	38
Counter-Samples: A Stateless Strategy to Neutralize Black Box Adversarial Attacks	36
Prompt-based Masked Language Modeling for Numerical Reasoning	36

VesNet: A Vessel Network for Jointly Learning Route Pattern and Future Trajectory	35
Generating Daily Activities with Need Dynamics	34
Cross-User Federated Recommendation Unlearning	33
AEKG4APT: An AI-Enhanced Knowledge Graph for Advanced Persistent Threats with Large Language Model Analysis	33
How do Large Language Models understand Genes and Cells	32
PRO-MTL : Parameterized Route Optimization using Multi-Task Learning	32
Cross-Region Graph Convolutional Network with Periodicity Shift Adaptation for Wide-Area SST Prediction	31