ReLAPSe: Reinforcement-Learning-trained Adversarial Prompt Search for Erased concepts in unlearned diffusion models
Ignacy Kolton, Kacper Marzol, Paweł Batorski, Marcin Mazur, Paul Swoboda, Przemysław Spurek
arXiv preprint arXiv:2602.00350 · 2026
CV
I'm a PhD student in Computer Science at Jagiellonian University, working on machine learning, computer vision, and generative models — mainly applied to medical imaging.
Education
2026 - present
Jagiellonian University · Krakow, Poland
Doctoral School of Exact and Natural Sciences, focused on deep learning, computer vision, and medical imaging.
2024 - 2026
Jagiellonian University · Krakow, Poland
Focused on machine learning and computer vision, with involvement in practical research projects and publications. Continued developing programming skills, including low-level languages such as assembler.
2021 - 2024
Jagiellonian University · Krakow, Poland
Developed a strong foundation in computer science and mathematics, along with practical experience in software development for web, mobile, and desktop platforms.
Experience
05.2024 - 11.2024
HERE Technologies
Refactored legacy code in Java and Swift, improving structure and readability, and updated unit and integration tests to increase coverage and reliability. Optimized older C++ components by enhancing memory usage and execution time. Collaborated closely with the team in Agile ceremonies and daily work to clarify requirements and align technical decisions. Used GitLab for version control and CI, and worked with internal tooling for builds and testing.
Grants & Awards
ArtInCom Minigrant (2025) — Excellence Initiative – Research University, Jagiellonian University . Research minigrant from the Artificial Intelligence Computing Core Facility (ArtInCom) supporting student-led research.
Skills
Machine Learning & AI
Machine Learning, LLMs, NLP, PyTorch, NumPy, pandas
Programming Languages
C++, Python, .NET, C#, Java, Shell, Assembler
Software Engineering
OOP, SOLID, Design Patterns, Unit Testing, PyTest, Google Test
DevOps & Tools
Git, GitLab, CI/CD, Docker, Jira, Agile
Systems
Linux, macOS, Windows
Databases
SQL
Mathematics
Statistics, Calculus, Linear Algebra
Publications
Ignacy Kolton, Kacper Marzol, Paweł Batorski, Marcin Mazur, Paul Swoboda, Przemysław Spurek
arXiv preprint arXiv:2602.00350 · 2026
Kacper Marzol, Ignacy Kolton, Weronika Smolak-Dyżewska, Joanna Kaleta, Marcin Mazur, Przemysław Spurek
arXiv preprint arXiv:2509.16806 · 2025