OOIR: Observatory of International Research

Papers

(The median citation count of ACM Transactions on Autonomous and Adaptive Systems is 1. 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 2022-05-01 to 2026-05-01.)

Article	Citations
DSADA: Detecting Spoofing Attacks in Driver Assistance Systems Using Objects’ Spatial Shapes	65
Adaptive Preferences: Pivoting Through User Complaints	56
HAG-MTF: Higher-Order Adaptive Generative Graph for Massive Traffic Forecasting in Industry 5.0	52
Automate Legibility through Inverse Reinforcement Learning	34
Synchronized Trajectory Prediction for Hybrid Multi-agent via Attention-Denoised Endpoint Distribution	29
Human-Autonomous System Interaction Graphical Notation (HASIGN): How Do We Design for Human-Multi-AGV Interaction in Manufacturing Intralogistics?	27
MemIndex: Agentic Event-based Distributed Memory Management for Multi-agent Systems	23
Introduction to the Special Issue on Artificial Intelligence for Adaptive and Autonomous Cloud/Edge Computing Systems	20
VoI-based Situation-Aware Routing Protocol for Non-linear Underwater Communication Networks	19
Secure Collaborative Learning for Self-Adaptive Systems on Connected Autonomous Vehicles	13
Blockchain-Based Efficient Cross-Domain Access Control System for Autonomous Vehicle Data Sharing	13
Who’s Who? LLM-assisted Software Traceability with Architecture Entity Recognition	13
Deceiving LLM through Compositional Instruction with Hidden Attacks	13
Modeling, Replicating, and Predicting Human Behavior: A Survey	12
Formally Verified Scalable Look Ahead Planning For Cloud Resource Management	12
A Roadmap of Explainable Artificial Intelligence: Explain to Whom, When, What and How?	12
Model Checking of Workflow Nets with Tables and Constraints	11
A Framework for Simultaneous Task Allocation and Planning under Uncertainty	10
Batch Transaction Processing for Adaptive Sharding Blockchain-Enabled Edge Computing	9
Piecewise Weighting Function for Collaborative Filtering Recommendation	9
Self-Adaptive Testing in the Field	8
Autonomic Resource Harvesting in HPC: Control Methods and Their Reusability	8
Human–machine Teaming with Small Unmanned Aerial Systems in a MAPE-K Environment	8
A Genetic Programming-based Framework for Semi-automated Multi-agent Systems Engineering	7
LLM-based UAV Path Planning for Autonomous and Adaptive Industry Systems	7

EPAuto: Efficient Privacy-Preserving Machine Learning on AI-powered Autonomous Driving Systems using Multi-Party Computation	7
Context-Aware Proactive Self-Adaptation: A Two-Layer Model Predictive Control Approach	6
Introduction to ACSOS 2022 Special Issue	6
Hierarchical Auto-scaling Policies for Data Stream Processing on Heterogeneous Resources	6
Introduction to the SEAMS 2024 Special Issue.	6
A User Study on Explainable Online Reinforcement Learning for Adaptive Systems	6
Fine-grained Tracing for Performance Anomaly Diagnosis of Serverless Functions	6
Combining Personalized Federated Hypernetworks and Shared Residual Learning for Distributed QoS Prediction	5
A Hierarchical Model for Complex Adaptive System: From Adaptive Agent to AI Society	5
ACM Transactions on Autonomous and Adaptive Systems (ACM TAAS): Editorial Welcome and Update on State of the Journal, Vision and Ongoing Developments	5
LyDRL: Lyapunov-guided Deep Reinforcement Learning for Stable Task Offloading in Connected Autonomous Vehicles	4
Introduction to the Special Issue on Advances in Mobile Multimedia Communications over Edge-based Autonomous Systems: Challenges and Emerging Applications	4
Deep Learning for Effective and Efficient Reduction of Large Adaptation Spaces in Self-adaptive Systems	4
Multi-Agent Reinforcement Learning based Edge Content Caching for Connected Autonomous Vehicles in IoV	4
Efficient Resource Allocation for DRL-NOMA Enabled TSIN in Industry 5.0	4
Prosocial Norm Emergence in Multi-agent Systems	4
E ² P : An Energy Efficient Protocol for Human-Centric UAV-Based Autonomous Systems	4
StatuScale: Status-aware and Elastic Scaling Strategy for Microservice Applications	4
RS-DRL: Managing Uncertainty in Self-Adaptive Systems Based on a Novel Continuous Deep Reinforcement Learning Method	4
Adaptive Industrial Control Systems via IEC 61499 and Runtime Enforcement	4
Adaptive Scheduling of Multimodal Large Language Model in Intelligent Edge Computing	4
Efficient Training Approaches for Performance Anomaly Detection Models in Edge Computing Environments	4
Self-Supervised Machine Learning Framework for Online Container Security Attack Detection	3
Calibration-Free Feedforward Temperature Compensation for Wireless Clock Synchronisation	3
Learning in Cooperative Multiagent Systems Using Cognitive and Machine Models	3
AdapCP: Collaborative Inference with Adaptive CNN Partition on Distributed Edge Servers	3
Factorization-based Attribute Residual Summary for Adaptive Edge-based Autonomous System Security	3
The Comp-TSSs Scheme for Anomaly Detection in AI-Powered Autonomous Driving	3
MonoFG: Monocular 3D Object Detection with Knowledge Distillation for Human-Centric Autonomous Driving Systems	2
A Decentralized and Self-Adaptive Approach for Monitoring Volatile Edge Environments	2
Edge-Adaptive Dynamic Scalable Convolution for Efficient Remote Mobile Pathology Analysis	2
Decision Making for Self-Adaptation Based on Partially Observable Satisfaction of Non-Functional Requirements	2
SEPPDL: A Secure and Efficient Privacy-Preserving Deep Learning Inference Framework for Autonomous Driving	2
Joint Optimization of Task Offloading Content Caching and Resource Allocation in Vehicular Edge Computing	2
Bandit Neural Architecture Search for Digital Twin Optimisation: A Scientific Machine Learning Approach	2
Predicting Nonfunctional Requirement Violations in Autonomous Systems	2
Scaling Approaches for Serverless Data Pipelines in Edge and Fog Computing Environments: A Performance Evaluation	2
Activity Recognition Empowered Autonomic Systems with Generative Artificial Intelligence	2
Adaptive Scheduling of High-Availability Drone Swarms for Congestion Alleviation in Connected Automated Vehicles	2
INSYTE: A Classification Framework for Traditional to Agentic AI Systems	2
Self-Adaptation in Industry: A Survey	2
A BDI Task-oriented Agent in Belief Space	2
FASDSA: A Flexible Adaptive and Secure Data Sharing Architecture	1
QSTMF: Quantum-Secured Trust Management Framework for VANETs in Web 3.0 and Metaverse	1
Many-objective Self-adaptation under Model Uncertainty	1
Automated Planning for Task-Based Cyber-Physical Systems under Multiple Sources of Uncertainty	1
Controlled Self-Recovery of the Aggregator in Federated Learning Using RAFT Protocol	1
Chameleon Hash based Collaborative Time-Series Data Integrity Monitoring	1
NEPTUNE : A Comprehensive Framework for Managing Serverless Functions at the Edge	1
IBAQ: Frequency-Domain Backdoor Attack Threatening Autonomous Driving via Quadratic Phase	1

Tabular Reinforcement Learning Methods for Artificial Intelligence Tasks Offloading in Smart Eye-Wears	1
Federated Meta-Learning for Autonomous System in VEC-Enabled ICVs	1
Semantic Fusion: Verifiable Alignment in Decentralized Multi-Agent Systems	1
Graph Unlearning System with Subgraph De-Isolation Measures	1
EdgeMart : A Sustainable Networked OTT Economy on the Wireless Edge for Saving Multimedia IP Bandwidth	1
Introduction to the Special Issue on Control of Computing Systems	1
Parley +: Uncertainty Reduction in Self-Adaptive Systems	1
Autonomic Computing Rebooted: Taming the Computing Continuum	1
A Game-Theoretical Self-Adaptation Framework for Securing Software-Intensive Systems	1
Faster MIL-based Subgoal Identification for Reinforcement Learning by Tuning Fewer Hyperparameters	1
An Architectural Viewpoint for Benefit-Cost-Risk-Aware Decision-Making in Self-Adaptive Systems	1
Dynamic System Diversification for Securing Cloud-based IoT Subnetworks	1
Vehicle Dynamics and Interaction for Trajectory Prediction and Traffic Control	1
ACORN+: Adaptive Compression-Reconstruction for Device-Cloud Collaboration Video Services	1
A Resilient Control Strategy for Train-to-Train Communications under Jamming Attacks	1
Optimizing Delegation in Collaborative Human-AI Hybrid Teams	1
A Unified Framework for Noisy Image Super-Resolution	1
Introduction to the Special Issue on Intelligent Applications of Web 3.0 and Metaverse for Connected Autonomous Vehicles	1
Efficient Self-Adaptation through Explanation-Driven White-Box Optimization	1
An Extended Study of the Performance of Flexible Controllers Composed of Micro-controllers	1
Self-adapting Machine Learning-based Systems via a Probabilistic Model Checking Framework	1