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Martin Jullum

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Preprint Oct 2026

Scope-Restricted Backtracking Counterfactuals

Interventional counterfactuals evaluate statements such as"had $A$ been $a$"by replacing the assignment for $A$ while keeping the unit's exogenous background fixed. Backtracking counterfactuals reverse this logic: they preserve the structural assignments and instead vary background conditions across worlds. This semant...

Johan de Aguas, Martin Jullum · 0 citations
#machine learning Preprint Sep 2026

A Hierarchy of Entropy-Shapley Games for Multivariate Predictive Uncertainty

A hierarchy of three entropy-based Shapley games makes this output-side choice explicit for any ordered multivariate outcome, ranging from per-component marginal entropy to fully joint entropy, and establishes a chain-rule decomposition of the joint attribution and characterize the cross-component term through conditio...

Niklas Koenen, Claudia Battistin, Jeriek Van den Abeele et al. · 0 citations
Jul 2026

FindMyText: Robust, Scalable Detection of Text Containment in Large Web-Crawled Corpora

FindMyText is an open-source Python package designed to efficiently assess whether a given text appears, in part or in full, within a text corpus, and it is shown that FindMyText outperforms alternative approaches across three datasets.

Lars Henry Berge Olsen, Pierre Lison, Martin Jullum et al. · 0 citations

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