OOIR: Observatory of International Research

Papers

(The median citation count of ACM Transactions on Autonomous and Adaptive Systems is 0. 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 2021-02-01 to 2025-02-01.)

Article	Citations
Decision Making for Self-Adaptation Based on Partially Observable Satisfaction of Non-Functional Requirements	16
A User Study on Explainable Online Reinforcement Learning for Adaptive Systems	11
OptimML: Joint Control of Inference Latency and Server Power Consumption for ML Performance Optimization	8
Dynamic Evaluation of Microservice Granularity Adaptation	7
Multi-Agent Reinforcement Learning based Edge Content Caching for Connected Autonomous Vehicles in IoV	6
Context-Aware Proactive Self-Adaptation: A Two-layer Model Predictive Control Approach	5
A Genetic Programming-based Framework for Semi-automated Multi-agent Systems Engineering	5
Hierarchical Auto-scaling Policies for Data Stream Processing on Heterogeneous Resources	4
Dynamic System Diversification for Securing Cloud-based IoT Subnetworks	3
Faster MIL-based Subgoal Identification for Reinforcement Learning by Tuning Fewer Hyperparameters	3
Dealing with Drift of Adaptation Spaces in Learning-based Self-Adaptive Systems Using Lifelong Self-Adaptation	3
Loosening Control—A Hybrid Approach to Controlling Heterogeneous Swarms	3
IBAQ: Frequency-Domain Backdoor Attack Threatening Autonomous Driving via Quadratic Phase	3
Anunnaki: A Modular Framework for Developing Trusted Artificial Intelligence	2
Introduction to ACSOS 2022 Special Issue	2
VoI-based Situation-Aware Routing Protocol for Non-linear Underwater Communication Networks	2
Combining Personalized Federated Hypernetworks and Shared Residual Learning for Distributed QoS Prediction	2
A Hierarchical Model for Complex Adaptive System: From Adaptive Agent to AI Society	2
Efficient Model Verification at Runtime through Adaptive Dynamic Approximation	2
Self-adapting Machine Learning-based Systems via a Probabilistic Model Checking Framework	2
Credible Negotiation for Multi-agent Reinforcement Learning in Long-term Coordination	2
An Extended Study of the Performance of Flexible Controllers Composed of Micro-controllers	2
A Game-Theoretical Self-Adaptation Framework for Securing Software-Intensive Systems	1
An Evaluation of Self-Adaptive Mechanisms for Misconfigurations in Small Uncrewed Aerial Systems	1
Systematic Scalability Modeling of QoS-aware Dynamic Service Composition	1

Modeling and Analysis of Explanation for Secure Industrial Control Systems	1
Self-aware Optimization of Adaptation Planning Strategies	1
Foreword: ACSOS 2021 Special Issue	1
Using Randomization in Self-organized Synchronization for Wireless Networks	1
NEPTUNE : A Comprehensive Framework for Managing Serverless Functions at the Edge	1
Improving Causal Learning Scalability and Performance using Aggregates and Interventions	1
Computing Contingent Plan Graphs using Online Planning	1
Model-driven Cluster Resource Management for AI Workloads in Edge Clouds	1
Deep Learning for Effective and Efficient Reduction of Large Adaptation Spaces in Self-adaptive Systems	0
Predicting Nonfunctional Requirement Violations in Autonomous Systems	0
A Collective Adaptive Approach to Decentralised k-Coverage in Multi-robot Systems	0
ACORN+: Adaptive Compression-Reconstruction for Device-Cloud Collaboration Video Services	0
Foreword: SEAMS 2022 Special Issue	0
Risk-aware Collection Strategies for Multirobot Foraging in Hazardous Environments	0
An Architectural Viewpoint for Benefit-Cost-Risk-Aware Decision-Making in Self-Adaptive Systems	0
A Consortium Blockchain-Based Edge Task Offloading Method for Connected Autonomous Vehicles	0
Assured Mission Adaptation of UAVs	0
Adaptive Industrial Control Systems via IEC 61499 and Runtime Enforcement	0
Adaptive Scheduling of High-Availability Drone Swarms for Congestion Alleviation in Connected Automated Vehicles	0
Using Genetic Programming to Build Self-Adaptivity into Software-Defined Networks	0
HAMLET: A Hierarchical Agent-based Machine Learning Platform	0
Generative AI for Self-Adaptive Systems: State of the Art and Research Roadmap	0
An Autonomous System for Efficient Control of PTZ Cameras	0
Prosocial Norm Emergence in Multi-agent Systems	0
Distributed Size-constrained Clustering Algorithm for Modular Robot-based Programmable Matter	0
EdgeMart : A Sustainable Networked OTT Economy on the Wireless Edge for Saving Multimedia IP Bandwidth	0
FASDSA: A Flexible Adaptive and Secure Data Sharing Architecture	0
Self-Adaptation in Industry: A Survey	0
Self-Adaptive Testing in the Field	0
Web 3.0-Enabled Microservice Re-Scheduling for Heterogenous Resources Co-Optimization in Metaverse-Integrated Edge Networks	0
A Roadmap of Explainable Artificial Intelligence: Explain to Whom, When, What and How?	0
Dynamically Balancing Load with Overload Control for Microservices	0
Self-Governing Hybrid Societies and Deception	0
Optimizing Delegation in Collaborative Human-AI Hybrid Teams	0
GLDAP: Global Dynamic Action Persistence Adaptation for Deep Reinforcement Learning	0
Modeling and Controlling Many-Core HPC Processors: an Alternative to PID and Moving Average Algorithms	0
MonoFG: Monocular 3D Object Detection with Knowledge Distillation for Human-Centric Autonomous Driving Systems	0
ACM Transactions on Autonomous and Adaptive Systems (ACM TAAS): Editorial Welcome and Update on State of the Journal, Vision and Ongoing Developments	0
StatuScale: Status-aware and Elastic Scaling Strategy for Microservice Applications	0
On Understanding Context Modelling for Adaptive Authentication Systems	0
Human–machine Teaming with Small Unmanned Aerial Systems in a MAPE-K Environment	0
Adaptation in Edge Computing: A Review on Design Principles and Research Challenges	0
Formally Verified Scalable Look Ahead Planning For Cloud Resource Management	0
SEPPDL: A Secure and Efficient Privacy-Preserving Deep Learning Inference Framework for Autonomous Driving	0
A Flexible Framework for Diverse Multi-Robot Task Allocation Scenarios Including Multi-Tasking	0
Piecewise Weighting Function for Collaborative Filtering Recommendation	0
Modeling, Replicating, and Predicting Human Behavior: A Survey	0
A Framework for Simultaneous Task Allocation and Planning under Uncertainty	0
Enforcing Resilience in Cyber-physical Systems via Equilibrium Verification at Runtime	0
Applying Trust for Operational States of ICT-Enabled Power Grid Services	0

Gist Trace-based Learning: Efficient Convention Emergence from Multilateral Interactions	0
Self-Supervised Machine Learning Framework for Online Container Security Attack Detection	0
Learning in Cooperative Multiagent Systems Using Cognitive and Machine Models	0
Secure Collaborative Learning for Self-Adaptive Systems on Connected Autonomous Vehicles	0