OOIR: Observatory of International Research

Papers

(The median citation count of ACM Transactions on Autonomous and Adaptive Systems is 2. 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 2022-08-01 to 2026-08-01.)

Article	Citations
DSADA: Detecting Spoofing Attacks in Driver Assistance Systems Using Objects’ Spatial Shapes	76
HAG-MTF: Higher-Order Adaptive Generative Graph for Massive Traffic Forecasting in Industry 5.0	71
Automate Legibility through Inverse Reinforcement Learning	56
Adaptive Preferences: Pivoting Through User Complaints	40
Synchronized Trajectory Prediction for Hybrid Multi-agent via Attention-Denoised Endpoint Distribution	31
Human-Autonomous System Interaction Graphical Notation (HASIGN): How Do We Design for Human-Multi-AGV Interaction in Manufacturing Intralogistics?	31
Introduction to the Special Issue on Artificial Intelligence for Adaptive and Autonomous Cloud/Edge Computing Systems	28
MemIndex: Agentic Event-based Distributed Memory Management for Multi-agent Systems	22
VoI-based Situation-Aware Routing Protocol for Non-linear Underwater Communication Networks	21
Deceiving LLM through Compositional Instruction with Hidden Attacks	19
Blockchain-Based Efficient Cross-Domain Access Control System for Autonomous Vehicle Data Sharing	18
Modeling, Replicating, and Predicting Human Behavior: A Survey	16
A Roadmap of Explainable Artificial Intelligence: Explain to Whom, When, What and How?	14
Secure Collaborative Learning for Self-Adaptive Systems on Connected Autonomous Vehicles	14
Formally Verified Scalable Look Ahead Planning For Cloud Resource Management	13
Who’s Who? LLM-assisted Software Traceability with Architecture Entity Recognition	13
A Framework for Simultaneous Task Allocation and Planning under Uncertainty	12
Batch Transaction Processing for Adaptive Sharding Blockchain-Enabled Edge Computing	11
Model Checking of Workflow Nets with Tables and Constraints	11
Piecewise Weighting Function for Collaborative Filtering Recommendation	9
Autonomic Resource Harvesting in HPC: Control Methods and Their Reusability	9
Self-Adaptive Testing in the Field	9
Human–machine Teaming with Small Unmanned Aerial Systems in a MAPE-K Environment	8
A User Study on Explainable Online Reinforcement Learning for Adaptive Systems	8
A Genetic Programming-based Framework for Semi-automated Multi-agent Systems Engineering	8

Introduction to ACSOS 2022 Special Issue	7
Hierarchical Auto-scaling Policies for Data Stream Processing on Heterogeneous Resources	7
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
Introduction to the SEAMS 2024 Special Issue	7
EPAuto: Efficient Privacy-Preserving Machine Learning on AI-powered Autonomous Driving Systems using Multi-Party Computation	7
STDiff: Anomaly Detection over Multivariate Time Series in Autonomous Systems for Industry 5.0 via Spatio-Temporal Learning and Diffusion Generation	7
A Hierarchical Model for Complex Adaptive System: From Adaptive Agent to AI Society	6
ACM Transactions on Autonomous and Adaptive Systems (ACM TAAS): Editorial Welcome and Update on State of the Journal, Vision and Ongoing Developments	6
Combining Personalized Federated Hypernetworks and Shared Residual Learning for Distributed QoS Prediction	6
Fine-grained Tracing for Performance Anomaly Diagnosis of Serverless Functions	6
RS-DRL: Managing Uncertainty in Self-Adaptive Systems Based on a Novel Continuous Deep Reinforcement Learning Method	5
Efficient Resource Allocation for DRL-NOMA Enabled TSIN in Industry 5.0	5
LyDRL: Lyapunov-guided Deep Reinforcement Learning for Stable Task Offloading in Connected Autonomous Vehicles	5
Adaptive Industrial Control Systems via IEC 61499 and Runtime Enforcement	4
StatuScale: Status-aware and Elastic Scaling Strategy for Microservice Applications	4
Regularization-Enhanced Federated Class-Incremental Learning with Generative Replay for Smart Edge	4
AdapCP: Collaborative Inference with Adaptive CNN Partition on Distributed Edge Servers	4
SARS: Selected Appropriate Representation for Sub-tasks in Human-Object Interaction Detection	4
Introduction to the Special Issue on Advances in Mobile Multimedia Communications over Edge-based Autonomous Systems: Challenges and Emerging Applications	4
A Requirement-Based Framework for Engineering Adaptive Authentication	4
Multi-Agent Reinforcement Learning based Edge Content Caching for Connected Autonomous Vehicles in IoV	4
Calibration-Free Feedforward Temperature Compensation for Wireless Clock Synchronisation	4
Adaptive Scheduling of Multimodal Large Language Model in Intelligent Edge Computing	4
E ² P : An Energy Efficient Protocol for Human-Centric UAV-Based Autonomous Systems	4
Efficient Training Approaches for Performance Anomaly Detection Models in Edge Computing Environments	4
Factorization-based Attribute Residual Summary for Adaptive Edge-based Autonomous System Security	4
Self-Supervised Machine Learning Framework for Online Container Security Attack Detection	3
Bandit Neural Architecture Search for Digital Twin Optimisation: A Scientific Machine Learning Approach	3
MonoFG: Monocular 3D Object Detection with Knowledge Distillation for Human-Centric Autonomous Driving Systems	3
Learning in Cooperative Multiagent Systems Using Cognitive and Machine Models	3
A Decentralized and Self-Adaptive Approach for Monitoring Volatile Edge Environments	3
Activity Recognition Empowered Autonomic Systems with Generative Artificial Intelligence	3
The Comp-TSSs Scheme for Anomaly Detection in AI-Powered Autonomous Driving	3
Joint Optimization of Task Offloading Content Caching and Resource Allocation in Vehicular Edge Computing	3
Introduction to the Special Issue on Trustworthy Security and Privacy-AI Powered Autonomous Driving	2
NEPTUNE : A Comprehensive Framework for Managing Serverless Functions at the Edge	2
Federated Meta-Learning for Autonomous System in VEC-Enabled ICVs	2
Self-Adaptation in Industry: A Survey	2
Edge-Adaptive Dynamic Scalable Convolution for Efficient Remote Mobile Pathology Analysis	2
Corrigendum: LyDRL: Lyapunov-guided Deep Reinforcement Learning for Stable Task Offloading in Connected Autonomous Vehicles	2
Decision Making for Self-Adaptation Based on Partially Observable Satisfaction of Non-Functional Requirements	2
IBAQ: Frequency-Domain Backdoor Attack Threatening Autonomous Driving via Quadratic Phase	2
Scaling Approaches for Serverless Data Pipelines in Edge and Fog Computing Environments: A Performance Evaluation	2
A Game-Theoretical Self-Adaptation Framework for Securing Software-Intensive Systems	2
SEPPDL: A Secure and Efficient Privacy-Preserving Deep Learning Inference Framework for Autonomous Driving	2
Tabular Reinforcement Learning Methods for Artificial Intelligence Tasks Offloading in Smart Eye-Wears	2
Adaptive Scheduling of High-Availability Drone Swarms for Congestion Alleviation in Connected Automated Vehicles	2
Self-adapting Machine Learning-based Systems via a Probabilistic Model Checking Framework	2
Faster MIL-based Subgoal Identification for Reinforcement Learning by Tuning Fewer Hyperparameters	2

Efficient Self-Adaptation through Explanation-Driven White-Box Optimization	2
Introduction to the Special Issue on Intelligent Applications of Web 3.0 and Metaverse for Connected Autonomous Vehicles	2
A BDI Task-oriented Agent in Belief Space	2
Predicting Nonfunctional Requirement Violations in Autonomous Systems	2
Debiased Contrastive Representation Learning for Mitigating Dual Biases in Recommender Systems	2
INSYTE: A Classification Framework for Traditional to Agentic AI Systems	2
An Extended Study of the Performance of Flexible Controllers Composed of Micro-controllers	2