OOIR: Observatory of International Research

Papers

(The TQCC of ACM Transactions on Autonomous and Adaptive Systems is 4. 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 2022-01-01 to 2026-01-01.)

Article	Citations
DSADA: Detecting Spoofing Attacks in Driver Assistance Systems Using Objects’ Spatial Shapes	52
Automate Legibility through Inverse Reinforcement Learning	40
HAG-MTF: Higher-Order Adaptive Generative Graph for Massive Traffic Forecasting in Industry 5.0	36
Adaptive Preferences: Pivoting Through User Complaints	27
Synchronized Trajectory Prediction for Hybrid Multi-agent via Attention-Denoised Endpoint Distribution	24
VoI-based Situation-Aware Routing Protocol for Non-linear Underwater Communication Networks	19
MemIndex: Agentic Event-based Distributed Memory Management for Multi-agent Systems	18
Deceiving LLM through Compositional Instruction with Hidden Attacks	17
Secure Collaborative Learning for Self-Adaptive Systems on Connected Autonomous Vehicles	12
A Roadmap of Explainable Artificial Intelligence: Explain to Whom, When, What and How?	12
Blockchain-Based Efficient Cross-Domain Access Control System for Autonomous Vehicle Data Sharing	12
Modeling, Replicating, and Predicting Human Behavior: A Survey	10
Batch Transaction Processing for Adaptive Sharding Blockchain-Enabled Edge Computing	9
A Framework for Simultaneous Task Allocation and Planning under Uncertainty	9
Piecewise Weighting Function for Collaborative Filtering Recommendation	9
Model Checking of Workflow Nets with Tables and Constraints	9
Formally Verified Scalable Look Ahead Planning For Cloud Resource Management	9
Human–machine Teaming with Small Unmanned Aerial Systems in a MAPE-K Environment	8
Autonomic Resource Harvesting in HPC: Control Methods and their Reusability	8
Self-Adaptive Testing in the Field	8
Context-Aware Proactive Self-Adaptation: A Two-layer Model Predictive Control Approach	7
LLM-based UAV Path Planning for Autonomous and Adaptive Industry Systems	7
A Genetic Programming-based Framework for Semi-automated Multi-agent Systems Engineering	6
A User Study on Explainable Online Reinforcement Learning for Adaptive Systems	6
A Hierarchical Model for Complex Adaptive System: From Adaptive Agent to AI Society	5

EPAuto: Efficient Privacy-Preserving Machine Learning on AI-powered Autonomous Driving Systems using Multi-Party Computation	5
Combining Personalized Federated Hypernetworks and Shared Residual Learning for Distributed QoS Prediction	5
Hierarchical Auto-scaling Policies for Data Stream Processing on Heterogeneous Resources	5
Introduction to ACSOS 2022 Special Issue	5
RS-DRL: Managing Uncertainty in Self-Adaptive Systems Based on a Novel Continuous Deep Reinforcement Learning Method	4
ACM Transactions on Autonomous and Adaptive Systems (ACM TAAS): Editorial Welcome and Update on State of the Journal, Vision and Ongoing Developments	4
Adaptive Scheduling of Multimodal Large Language Model in Intelligent Edge Computing	4
LyDRL: Lyapunov-guided Deep Reinforcement Learning for Stable Task Offloading in Connected Autonomous Vehicles	4
Adaptive Industrial Control Systems via IEC 61499 and Runtime Enforcement	4