S M Asiful Huda

👋 Hi, I am a PhD student at the University of Naples Federico II (UNINA), Italy, as part of the Marie Skłodowska-Curie Doctoral Network TUAI (Towards an Understanding of Artificial Intelligence). My doctoral project, DC9: Decentralised Graph Neural Networks: Adaptation, Training and Interpretability in Federated Environments, is supervised by Prof. Francesco Piccialli (UNINA), with co-supervisors Prof. David Camacho (UPM), Prof. Shen Yin (NTNU), and Prof. Dariusz Mrozek (SUT).

My research focuses on developing trustworthy AI systems that can learn, adapt, and unlearn efficiently while remaining robust and reliable. I am particularly interested in addressing these challenges in decentralised and graph-based settings, where data is distributed across different organisations and interconnected as graphs. My work explores collaborative learning and unlearning while considering privacy, transparency, and model reliability.

🔬 My research interests include:

• Federated and Decentralised Learning — collaborative learning across distributed and heterogeneous data sources.
• Graph Neural Networks — learning and interpreting graph-structured data in decentralised environments.
• Machine Unlearning and Trustworthy AI — efficient and verifiable data removal, explainability, robustness, and privacy-preserving learning.
• AI for Science (AI4Science) — exploring how AI can support scientific discovery and address challenges across different disciplines.
• Applications in healthcare, smart grids, communication networks, and edge computing.

Before starting my PhD, I worked as a Research Associate at the Gwangju Institute of Science and Technology (GIST), South Korea, on machine learning applications in wireless power transfer and electricity price forecasting. I also worked as a Researcher at HT Core Co., Ltd., developing an XR-based training platform for clinical practice.

I received my M.E. in Computer Engineering from Chosun University, South Korea, in 2023, where I worked on reinforcement learning-based computation offloading for UAV-aided edge computing under the supervision of Prof. Sangman Moh. I received my B.Sc. in Computer Science from East West University, Bangladesh.

🤝 I am open to research discussions and collaborations. Feel free to reach out for a chat!