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cs.CY2026
From Fair Representation to Just Recognition in Generative AI
Severin Engelmann, Daniel Susser
The fair AI/ML literature has long distinguished distributive fairness, concerning how automated systems allocate resources and opportunities, from representational fairness, conce…
cs.CY2026
How Should AI Safety Benchmarks Benchmark Safety?
Cheng Yu, Severin Engelmann, Ruoxuan Cao +2
AI safety benchmarks are pivotal for safety in advanced AI systems; however, they have significant technical, epistemic, and sociotechnical shortcomings. We present a review of 210…