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People

Adam Machowczyk

Graduate Teaching Assistant

School/Department: Computing and Mathematical Sciences, School of

Email: amm106@leicester.ac.uk

Profile

I completed my BSc at De Montfort University in 2021 with first class in Computing. Then I moved to The Âé¶¹ÊÓÆµ for my MSc in Cloud Computing, which I completed in 2022. My MSc project was the backbone of my PhD application and was awarded the Best Technical MSc project award. I was also given the Best Student in Informatics award in November 2022.

In my research, I investigate how Graph Rewriting and (Graph) Neural Networks influence each other. I am funded by The University, working as a GTA, under the supervision of Prof. Reiko Heckel.

Research

As part of my PhD I research how Graph Rewriting and (Graph) Neural Networks influence each other.

My first publication was released on the 16th International Conference on Graph Transformation (part of STAF Conferences 2023). It is available online as session 5 of ICGT 2023, second talk. 

In December 2024 I participated in the Data Skeptic podcast and talked with Kyle Polich about my research. The podcast is available on YouTube and other major podcasting platforms.

If you are interested in the subject, please get in touch with me or my supervisor, Prof. Reiko Heckel.

Publications

Adam Machowczyk and Reiko Heckel (2025): Benchmarks for Graph Transformation Problems. . Presented during GCM Session 3: Lightning Talks & Panel Discussion: Graph Transformation and AI.

Adam Machowczyk and Reiko Heckel (2024): Towards Graph-to-Graph Transformation Networks. . Available online at the workshop page, in the Electronic Proceedings tab. Accessed: 25/07/2024.

Reiko Heckel and Adam Machowczyk (2024): From Message Passing to Actor Graph Neural Networks. . Available online at the workshop page, in the Electronic Proceedings tab. Accessed: 25/07/2024.

"Graph Rewriting for Graph Neural Networks", Adam Machowczyk, Reiko Heckel, , part of STAF 2023, doi: 10.1007/978-3-031-36709-0. Nominated for best paper. [Available online at arXiv]

Teaching

Term 1 Modules:

CO4217-CO7217 Agile Cloud Automation (2022/23–2025/26)

CO2101 Operating Systems and Networking (2022/23–2025/26)

 

Term 2 Modules:

CO1108 Foundations of Computation (2022/23–2025/26)

CO7214 Service-Oriented Architectures (2022/23–2025/26)

CO4225-CO7225 Data-Driven Intelligent Service Design (2023/24–2024/25)

CO7093 Big Data and Predictive Analytics (2022/23)

Conferences

ICGT 2026: First author, sub-reviewer.

IEEE Transactions on Human-Machine Systems 2026: Reviewer.

GCM Workshop 2026: Sub-reviewer.

Leicester Learning and Teaching Conference 2026: Co-author.

GCM Workshop 2025: Co-author.

Leicester Doctoral College Research Conference 2025: Session Chair.

Workshop on Graph Computation Models (GCM) 2024: First author, co-author, presenter and session co-chair.

ICGT 2024: Sub-reviewer.

STAF Conferences 2023: Digital Communications Chair.

16th International Conference on Graph Transformation (ICGT 2023): First author, nominated for the best paper award.

Qualifications

Certified Carbon Literate - 2024.
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