Johannes Loevenich

Orcid: 0000-0002-8149-1600

Affiliations:
  • Fraunhofer-Gesellschaft, Bonn, Germany


According to our database1, Johannes Loevenich authored at least 37 papers between 2020 and 2026.

Collaborative distances:
  • Dijkstra number2 of four.
  • Erdős number3 of four.

Timeline

Legend:

Book  In proceedings  Article  PhD thesis  Dataset  Other 

Links

Online presence:

On csauthors.net:

Bibliography

2026
FlowGuard: Flow Matching for Identity-Independent Detection of Data-Free Model Stealing Attacks on Energy System Intrusion Detection Systems.
Proceedings of the 2026 ACM Sustainability Week, 2026

2025
Design and evaluation of an Autonomous Cyber Defence agent using DRL and an augmented LLM.
Comput. Networks, 2025

On the Challenges to Adapt to Ever-Changing Network Conditions in Tactical MANETs.
Proceedings of the NOMS 2025 IEEE Network Operations and Management Symposium, 2025

A Hybrid Model for Network Condition Forecasting to Improve QoS in Tactical MANETs.
Proceedings of the NOMS 2025 IEEE Network Operations and Management Symposium, 2025

Towards Robust Autonomous Cyber Defence Agents Using Hybrid AI Models.
Proceedings of the 11th IEEE International Conference on Network Softwarization, 2025

Quantifying the Impact of Poisoning Attacks in Deep Neural Networks for Attack Classification.
Proceedings of the IEEE Military Communications Conference, 2025

Formal Verification of Autonomous Cyber Defense for Abstraction of Critical Network Scenarios.
Proceedings of the IEEE Military Communications Conference, 2025

Automating Cybersecurity Risk Assessment for AI Systems in Military & Critical Infrastructure.
Proceedings of the IEEE Military Communications Conference, 2025

Explaining Hybrid RL Agents for Cyber Defense using SHAP and Reward Decomposition.
Proceedings of the IEEE Military Communications Conference, 2025

Cyber Operations Gyms to Train Autonomous Cyber Defense Agents for NATO.
Proceedings of the International Conference on Military Communication and Information Systems, 2025

Automating Cyber Threat Intelligence and Attack Chain Generation using Cyber Security Knowledge Graphs and Large Language Models.
Proceedings of the International Conference on Military Communication and Information Systems, 2025

2024
DRL meets GNN to improve QoS in Tactical MANETs.
Proceedings of the NOMS 2024 IEEE Network Operations and Management Symposium, 2024

Towards Robust and Secure Autonomous Cyber Defense Agents in Coalition Networks.
Proceedings of the IEEE Military Communications Conference, 2024

Training Autonomous Cyber Defense Agents: Challenges & Opportunities in Military Networks.
Proceedings of the IEEE Military Communications Conference, 2024

Hierarchical Multi-Agent Reinforcement Learning for Autonomous Cyber Defense in Coalition Networks.
Proceedings of the IEEE Military Communications Conference, 2024

BRETAGNE: Building a Reproducible and Efficient Training AI Gym for Network Environments.
Proceedings of the IEEE Military Communications Conference, 2024

Exploring the Potential of Large Language Models for Red Teaming in Military Coalition Networks.
Proceedings of the IEEE Military Communications Conference, 2024

Adaptive QoS Mechanisms for Control and Data Planes of Software-Defined Tactical Networks.
Proceedings of the International Conference on Military Communication and Information Systems, 2024

Design of an Autonomous Cyber Defence Agent using Hybrid AI models.
Proceedings of the International Conference on Military Communication and Information Systems, 2024

2023
DataFITS: A Heterogeneous Data Fusion Framework for Traffic and Incident Prediction.
IEEE Trans. Intell. Transp. Syst., October, 2023

Improving Robustness and Reducing Control Overhead via Dynamic Clustering in Tactical SDN.
Proceedings of the IEEE Military Communications Conference, 2023

Autonomous Cyber Defense Agents for NATO: Threat Analysis, Design, and Experimentation.
Proceedings of the IEEE Military Communications Conference, 2023

Cooperative Agent System for Quantifying Link Robustness in Tactical Networks.
Proceedings of the IEEE Military Communications Conference, 2023

Mobility Prediction at the Tactical Edge: A Handover for Centralized/Decentralized Networks.
Proceedings of the International Conference on Military Communications and Information Systems, 2023

Coordinating the SDN and TDMA Planes in Software-Defined Tactical MANETs with Adaptive Coding and Modulation.
Proceedings of the International Conference on Military Communications and Information Systems, 2023

Accelerating NATO Transformation with SnTEE: Experiments with Network Security Function Virtualization in Coalition Networks.
Proceedings of the International Conference on Military Communications and Information Systems, 2023

2022
TNT: A Tactical Network Test Platform to Evaluate Military Systems Over Ever-Changing Scenarios.
IEEE Access, 2022

Towards Software-Defined Tactical Networks: Experiments and Challenges for Control Overhead.
Proceedings of the IEEE Military Communications Conference, 2022

Adversarial Attacks Against Reinforcement Learning Based Tactical Networks: A Case Study.
Proceedings of the IEEE Military Communications Conference, 2022

A Bayesian Inference Model for Dynamic Neighbor Discovery in Tactical Networks.
Proceedings of the International Conference on Military Communication and Information Systems, 2022

An Intelligent Model to Quantify the Robustness of Tactical Systems to Unplanned Link Disconnections.
Proceedings of the 18th International Conference on the Design of Reliable Communication Networks, 2022

2021
Maximizing the Probability of Message Delivery Over Ever-Changing Communication Scenarios in Tactical Networks.
IEEE Netw. Lett., 2021

A Handover Mechanism for Centralized/Decentralized Networks Over Disruptive Scenarios.
Proceedings of the 2021 IEEE Military Communications Conference, 2021

Performance Analysis of Proactive Neighbor Discovery in a Heterogeneous Tactical Network.
Proceedings of the International Conference on Military Communication and Information Systems, 2021

Towards Adaptive QoS in SDN-enabled Heterogeneous Tactical Networks.
Proceedings of the International Conference on Military Communication and Information Systems, 2021

2020
Quantizing Radio Link Data Rates to Create Ever-Changing Network Conditions in Tactical Networks.
IEEE Access, 2020

Dynamic Adaptation of the User Data Flow to the Changing Data Rates in VHF Networks: An Exploratory Study.
Proceedings of the 11th International Conference on Network of the Future, 2020


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