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Presentation . 2024
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Model and Data Documentation for AI: Fostering Transparency, Accountability & Replicability

Authors: Kraft, Angelie;

Model and Data Documentation for AI: Fostering Transparency, Accountability & Replicability

Abstract

Introduction to Model and Data Cards, documentation schemas that facilitate comprehensive reporting of key information about model architectures, hyperparameters, and detailed dataset characteristics. By standardizing documentation practices, researchers can enhance the reproducibility of experiments, foster collaboration across diverse AI domains, and foster transparency regarding biases and limitations.

Keywords

Artificial intelligence, Machine learning, Data exchange, Documentation, Transparency, Reproducibility, Data science

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citations
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
Green
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