Author

Marek Horváth

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Preprint Jul 2026

Source Code Authorship Attribution Does Not Generalize from Competitions to Classrooms

Source code authorship attribution aims to identify the author of a program fragment from its writing style. We fine-tune the pre-trained transformer CodeBERT on three sources of data: publicly available Google Code Jam (GCJ) submissions from an open Kaggle repository, a curated GCJ archive, and institutional coursewor...

Serhii Yemets, Marek Horváth · 0 citations

Open access 2026

Introducing TAIPO, an AI-based product owner assistant for vibe coding

This work introduces TAIPO (The AI-based Product Owner), an AI-supported product owner assistant that embeds generative AI into a Kanban workflow instead of treating it as a separate chat tool.

Gábor Kusper, Judit Szabó, Márk Szabó et al. · Annales Mathematicae et Info... · 0 citations

Jul 2026

Evaluating Semantic and Quality-Aware Retrieval for Source Code Repositories

Within the reported query set, semantic retrieval was the strongest overall mode, while explicit quality metadata was most useful for explicitly quality-oriented queries.

Marek Horváth, E. Pietriková · arXiv.org · 1 citation

Preprint Jul 2026

Evaluating Static and Process Evidence for Code Authorship in Programming Education

Comparisons show that measured signal depends on production context and that process patterns can complement weak final-code signal in educational repositories, and that such models are appropriate only as instructor-mediated decision support, not as independent proof of authorship.

Marek Horváth · 1 citation · ⚡1