• Neuro-symbolic Software Engineering
• Autonomic Control and Self-adaptive Systems
• Machine Learning and Knowledge Transfer
• Causal reasoning
• Robotics

• PhD thesis titled Incremental Self-Adaptation of Dynamic Architectures Attaining Optimality and Scalability completed with summa cum laude - 2023.
• ACM Transactions on Autonomous and Adaptive Systems (TAAS) featured the article titled Improving Scalability and Reward of Utility-Driven Self-Healing for Large Dynamic as one of the five TAAS papers of interest - 2021.
• Karsten Schwan Best Paper Award at the 17th International Conference on Autonomic Computing (ICAC 2017) for the paper "Efficient Utility-Driven Self-Healing Employing Adaptation Rules for Large Dynamic Architectures"- 2017.

2026

• Reviewer for ACM Transactions on Autonomous and Adaptive Systems  TAAS
• Program Committee ECSA 2026
• Program Committee ASE 2026
• Organizer of Workshop on Neuro-Symbolic Software Engineering NSE 2026 at ICSE 2026
• Organizing Committee ACSOS 2026 (Student Volunteers Chair)
• Program Committee SEAMS 2026 

2025

• Program Committee Integrated Formal Methods iFM 2025 (Artifact Evaluation Track)
• Reviewer for ACM Transactions on Autonomous and Adaptive Systems  TAAS
• Program Committee Artificial Intelligence for Autonomous computing Systems AI4AS 2025
• Program Committee SEAMS 2025 
• Program Committee ICSA 2025
• Organizing Committee ACSOS 2025 (Tutorial Chair)
• Organizer of Workshop on Neuro-Symbolic Software Engineering NSE 2025 at ICSE 2025 
• Organizing Committee SEAMS 2025 (Artifact Evaluation Chair) 
• Doctoral Symposium Mentor at ACSOS 2025
• Session Chair System Management and Performance Optimization session at ACSOS 2025

2024

• Session Chair Emergence and Self Organization session at ACSOS 2024
• Organizing Committee ACSOS 2024 (Doctoral Symposium Chair)
• Invited Panelist SEAMS 2024 (Community Debate Track) 
• Track Committee QUATIC 2024  (Quality in Adaptive Software Track)
• Reviewer for ACM Transactions on Autonomous and Adaptive Systems (2024) TAAS
• Program Committee SEAMS 2024
• Organizing Committee SEAMS 2024 (Publicity Co-Chair)
• Reviewer for Minitrack on Self-Adaptive Systems and Applications at 57th Hawaii International Conference on Systems Sciences (HICSS)

2023

• Program Committee ACSOS 2023 (Posters and Demos)
• Session Chair of: Digital twins and non-functional properties at SEAMS 2023 
• Program Committee SEAMS 2023 
• Reviewer for ACM Transactions on Autonomous and Adaptive Systems (2023) TAAS
• Program Committee SEAMS 2023 (Artifact) 

2022

• Program Committee ACSOS 2022 (Posters and Demos)
• Program Committee Workshop on Adaptive, Learning Pervasive Computing Applications ALPACA 2022
• Reviewer for Elsevier Journal Information and Software Technology (2021-2022) IST 

2021

• Session Chair: Self-Adaptation and Machine Learning at SEAMS 2021
• Program Committee Workshop on Self-aware Computing SeAC 2021
• Reviewer for ACM Transactions on Autonomous and Adaptive Systems (2020-2021) TAAS
• Organizing Committee ACSOS 2021 (Posters and Demos Chair)
• Program Committee SEAMS 2021 
• Program Committee SEAMS 2021 (Artifact Evaluation Track) 
• Organizing Committee SEAMS 2021 (Proceedings Chair)
• Reviewer for Future Generation Computer Systems (2021) FGSC

2020

• Program Committee Workshop on Self-aware Computing SeAC 2020
• Session Chair: Testing, Analysis, Reasoning, and Monitoring at SEAMS 2020
• Reviewer for Future Generation Computer Systems (2020) FGSC
• Program Committee ACSOS (Poster and Demo) 2020
• Program Committee SEAMS 2020  (Artifact)

2019 and earlier

• Program Committee ICAC (Poster and Demo) 2019
• Subreviewer SEAMS 2016, 2017, 2018
• Subreviewer ICAC 2016, 2017,2018
• Subreviewer SASO 2015, 2016, 2017
• Invited to attend the GI-Dagstuhl Seminar on Software Engineering for Intelligent and Autonomous Systems at Schloss Dagstuhl , 2018. (see report here)

• WiSe 2025/2026 : Seminar Reinforcement Learning with Guarantees via Automated Verification
• WiSe 2025/2026 : Robotic Sensing and Knowledge Transfer Learning in Safety-Critical Environments
• SoSe 2025 : Automated Software Engineering: Trends and Challenges for using AI
• WiSe 2024/2025 : Advanced Topics in Software Engineering: Automation and AI
• WiSe 2023/2024 : Runtime Assurance for Autonomous Vehicles
• SoSe 2023 : Safe Reinforcement Learning for Self-Adaptive Systems
• WiSe 2022/2023 : Meta-Reinforcement Learning for Self-Adaptive Systems
• SoSe 2022 : Neuro-symbolic machine learning systems
• SoSe 2021: Machine Learning-Based Control of Dynamical Systems
• SoSe 2021: Seminar Highly Scalable Systems 
• WiSe 2020/2021: Graph Neural Networks 
• WiSe 2020/2021: Seminar Multi-Agent Systems
• SoSe 2020 : Online Learning for Self-Healing and Self-Optimization
• WiSe 2019/2020 : Advanced Topics in Self-Adaptive Systems: Online Machine Learning
• SoSe 2019: Seminar Self-Adaptation in Micro-Service Architectures with Kubernetes
• SoSe 2018: Supervising master thesis Constraint-based Self-optimization of Deployments for modular Systems.
• WiSe 2017/2018 : Software Engineering for Self-adaptive Systems
• WiSe 2016/2017 : Software Engineering for Self-adaptive Systems
• SoSe 2016: Seminar Trends in Software Engineering for Self-Adaptive Software.

• Google Scholar