AI Accountability Review
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Parsing Responsibility Attributions in AI Systems
Here's a map of the factors that should shape how we explain, audit, and regulate AI systems to support responsibility assignment.
May 18
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Nick Diakopoulos
1
April 2026
Designing an AI Whistleblower Office
One of the recurring puzzles for AI governance is how regulators will ever learn about noncompliance inside firms whose behavior is difficult to observe…
Apr 27
•
Nick Diakopoulos
From Explanation to Accountability
A decade of explainable AI research has produced important techniques for understanding AI models, but less clarity on who those explanations are for…
Apr 20
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Nick Diakopoulos
March 2026
LLMs Can’t Provide Faithful Explanations Needed for AI Accountability
A growing array of research points out that the explanations produced by LLMs are not accurate.
Mar 24
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Nick Diakopoulos
2
February 2026
Experimenting with AI in a Living Literature Review
From automating conference scrapes to stress-testing synthesis: a look at how AI tools like NotebookLM and OpenAI’s Agent mode support—and struggle…
Feb 9
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Nick Diakopoulos
2
January 2026
A Critique of Transparency Provisions in NY’s RAISE Act (1.0)
Following in California’s footsteps, New York’s RAISE Act attempts to mandate AI transparency
Jan 26
•
Nick Diakopoulos
3
1
Closing Information Gaps via AI Transparency
Policymakers need to establish rigorous standards that prioritize information quality and the specific needs of accountability forums
Jan 5
•
Nick Diakopoulos
6
2
December 2025
Gaps in First-Party and Third-Party AI Model Evaluations
AI accountability would be supported by more consistent and comprehensive model transparency
Dec 2, 2025
•
Nick Diakopoulos
2
November 2025
AI Ethics Principles and Accountability
To move from high-level values to effective accountability, we still need to bridge the gap between abstractions and quantifiable, data-driven metrics.
Nov 25, 2025
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Nick Diakopoulos
2
1
Informing AI Accountability with Public Perceptions
By studying perceptions of risk, benefit, and moral alignment, we can design policies that reflect collective values and assign responsibility in a…
Nov 5, 2025
•
Nick Diakopoulos
1
October 2025
Transparency Needs for AI Agent Accountability
A new framework proposes a detailed approach to incident analysis, outlining the specific data developers should log to close the accountability gap for…
Oct 28, 2025
•
Nick Diakopoulos
Networked AI Accountability
How different forums contributed to producing accountability in the Dutch welfare scandal.
Oct 14, 2025
•
Nick Diakopoulos
2
1
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