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Patryk Marszałek

2 accepted papers

2025

DiCoFlex: Model-Agnostic Diverse Counterfactuals with Flexible Control

NeurIPS 2025poster

Counterfactual explanations play a pivotal role in explainable artificial intelligence (XAI) by offering intuitive, human-understandable alternatives that elucidate machine learning model decisions. Despite their significance, existing methods for generating counterfactuals often require constant ac…

Cited by 0SourceScholar
2025

ZEUS: Zero-shot Embeddings for Unsupervised Separation of Tabular Data

NeurIPS 2025poster

Clustering tabular data remains a significant open challenge in data analysis and machine learning. Unlike for image data, similarity between tabular records often varies across datasets, making the definition of clusters highly dataset-dependent. Furthermore, the absence of supervised signals compl…

Cited by 0SourcecodeScholar