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20242026
most citedMachine Unlearning Doesn't Do What You Think: Lessons for Generative AI Policy and Research

2 citations · 8 across the 11 of their papers we have counts for

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6 papers · 1 filter

cs.CY2026

What AI Benchmarks Actually Measure: Adapting Convergent and Discriminant Validity to Interrogate Fifty-Six AI Benchmarks

Meera Desai, Sang T. Truong, Hanna Wallach +8

Benchmarks play a central role in the development and governance of models, yet it is often unclear whether they actually measure the concepts they purport to measure (e.g., reason…

cs.CY2026

Underwriting the Agent Economy: The Blueprint for an AI Insurance Stack

Cristian Trout, Sanmi Koyejo, Sasha Romanosky +34

From maritime trade to commercial nuclear power, insurance has been the enabler of major economic and technological developments by pricing risk, limiting downside, and spreading b…

cs.CY2025

The California Report on Frontier AI Policy

Rishi Bommasani, Scott R. Singer, Ruth E. Appel +20

The innovations emerging at the frontier of artificial intelligence (AI) are poised to create historic opportunities for humanity but also raise complex policy challenges. Continue…

cs.CY2025★ 1 cited

Position: Evaluating Generative AI Systems Is a Social Science Measurement Challenge

Hanna Wallach, Meera Desai, A. Feder Cooper +17

The measurement tasks involved in evaluating generative AI (GenAI) systems lack sufficient scientific rigor, leading to what has been described as "a tangle of sloppy tests [and] a…

cs.CY2024

A Shared Standard for Valid Measurement of Generative AI Systems' Capabilities, Risks, and Impacts

Alexandra Chouldechova, Chad Atalla, Solon Barocas +11

The valid measurement of generative AI (GenAI) systems' capabilities, risks, and impacts forms the bedrock of our ability to evaluate these systems. We introduce a shared standard…

cs.CY2024★ 2 cited

Evaluating Generative AI Systems is a Social Science Measurement Challenge

Hanna Wallach, Meera Desai, Nicholas Pangakis +17

Across academia, industry, and government, there is an increasing awareness that the measurement tasks involved in evaluating generative AI (GenAI) systems are especially difficult…