mlsanityData to 7 Oct 2026

Towards a Characterization of Explainable Systems

arXiv 1902.03096 ↗First posted 31 Jan 2019cs.AI cs.SEcited by 4

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Abstract (arXiv)

Building software-driven systems that are easily understood becomes a challenge, with their ever-increasing complexity and autonomy. Accordingly, recent research efforts strive to aid in designing explainable systems. Nevertheless, a common notion of what it takes for a system to be explainable is still missing. To address this problem, we propose a characterization of explainable systems that consolidates existing research. By providing a unified terminology, we lay a basis for the classification of both existing and future research, and the formulation of precise requirements towards such systems.

Key facts. Cited by 4 papers in the map (data through 7 Oct 2026). First posted on arXiv 31 Jan 2019.

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4 papers.