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Dive into the research topics where Kacper Sokol is active. These topic labels come from the works of this person. Together they form a unique fingerprint.
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Collaborations and top research areas from the last five years
Recent external collaboration on country/territory level. Dive into details by clicking on the dots or
Research output
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Counterfactual Explanations via Locally-guided Sequential Algorithmic Recourse
Small, E. A., Clark, J. N., McWilliams, C. J., Ambler, M., Sokol, K., Chan, J., Salim, F. D. & Santos-Rodriguez, R., 27 Nov 2025, (E-pub ahead of print) In: ACM Transactions on Intelligent Systems and Technology. 28 p.Research output: Contribution to journal › Article (Academic Journal) › peer-review
Open AccessFile7 Downloads (Pure) -
LIMETREE: Consistent and Faithful Surrogate Explanations of Multiple Classes
Sokol, K. & Flach, P., 26 Feb 2025, In: Electronics. 14, 5, 31 p., 929.Research output: Contribution to journal › Article (Academic Journal) › peer-review
Open Access2 Citations (Scopus) -
Interpretable representations in explainable AI: from theory to practice
Sokol, K. & Flach, P., 1 Sept 2024, In: Data Mining and Knowledge Discovery. 38, 5, p. 3102-3140 39 p.Research output: Contribution to journal › Article (Academic Journal) › peer-review
Open Access11 Citations (Scopus)
Activities
- 1 Participation in workshop, seminar, course
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What and How of Machine Learning Transparency
Sokol, K. (Organiser), Hepburn , A. (Organiser), Santos-Rodriguez, R. (Organiser) & Flach, P. A. (Organiser)
18 Sept 2020Activity: Participating in or organising an event types › Participation in workshop, seminar, course
Thesis
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Towards Intelligible and Robust Surrogate Explainers: A Decision Tree Perspective
Sokol, K. (Author), Flach, P. A. (Supervisor), 23 Mar 2021Student thesis: Doctoral Thesis › Doctor of Philosophy (PhD)
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