Author

Brent D. Mittelstadt

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Preprint Aug 2026

Rule of Thumb: Explaining Artificial Intelligence Systems using Partial Information

This work proposes''Rule of Thumb''(RoT) explanations, a new approach to XAI based upon a novel formulation that identifies the most relevant features for predicting the behaviour of an AI system, for a particular datapoint.

Kai Rawal, D. Onitiu, Brent D. Mittelstadt et al. · 0 citations

Jun 2026

The Heterogeneous Safety Impacts of Benign Multilingual Fine-Tuning

It is found that safety outcomes are highly sensitive to both the choice of fine-tuning language and the evaluation language, with adversarial compliance rates increasing four-fold in some settings.

Will Hawkins, Kai Rawal, Jonathan Rystrøm et al. · arXiv.org · 0 citations