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Bartlomiej Papiez

2 accepted papers

2025

Subgroups Matter for Robust Bias Mitigation

ICML 2025poster

Despite the constant development of new bias mitigation methods for machine learning, no method consistently succeeds, and a fundamental question remains unanswered: when and why do bias mitigation techniques fail? In this paper, we hypothesise that a key factor may be the often-overlooked but cruci…

2024

Fool Me Once? Contrasting Textual and Visual Explanations in a Clinical Decision-Support Setting

EMNLP 2024main

The growing capabilities of AI models are leading to their wider use, including in safety-critical domains. Explainable AI (XAI) aims to make these models safer to use by making their inference process more transparent. However, current explainability methods are seldom evaluated in the way they are…

Cited by 1SourcePDFScholar