The evidence behind the guides

Sources

Find a study, check what it supports, and follow it back to a concern.

TopicCollection

Sources for Continuous vs point-in-time audit

2 sources

Guide citations are still under editorial review.

Raji and colleagues · FAccT 2020 Research framework

Closing the AI Accountability Gap: Defining an End-to-End Framework for Internal Algorithmic Auditing (original source, new tab)

Proposes lifecycle auditing and documented decisions inside organizations; not a legal allocation of liability.

Sculley and colleagues · NeurIPS 2015 Research framework

Hidden Technical Debt in Machine Learning Systems (original source, new tab)

Explains maintenance problems, hidden dependencies, feedback loops and changes in machine-learning systems.

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