Roman Słowiński

Poznan University of Technology, Polish Academy of Sciences

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Publication activitypapers/week, last 8 weeks

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Interpretability & Mechanistic Interp (1)RLHF & Preference Learning (1)

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Salvatore Greco (1)Jacek Karolczak (1)Jerzy Stefanowski (1)

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Apr 21, 2026

University of CataniaApr 21, 2026·also Polish Academy of Sciences, Poznan University of Technology

PREF-XAI: Preference-Based Personalized Rule Explanations of Black-Box Machine Learning Models

Stop guessing what explanations users want: PREF-XAI learns personalized explanations by directly modeling user preferences over rule-based explanations.

Salvatore Greco, Jacek Karolczak, Roman Słowiński +1

Interpretability & Mechanistic Interp RLHF & Preference Learning

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Roman Słowiński

Publication activitypapers/week, last 8 weeks

Research focus

Frequent co-authors

Papers (1)