Brittany I. Davidson
2 indexed papers
Recent (6 mo)
2With code
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0Publications per year
226
Top categories
Crypto×2ML×2Game Theory×1Society×1
Frequent co-authors
Research Timeline
2026
Gaming the Metric, Not the Harm: Certifying Safety Audits against Strategic Platform Manipulation
The paper demonstrates that current safety audit metrics are susceptible to strategic platform manipulation, proposing a more robust 'semantic-envelope' metric that better certifies genuine harm reduction.
Quotient Semivalues for False-Name-Resistant Data Attribution
The paper introduces the quotient semivalue mechanism to provide fair data attribution that is resistant to contributors manipulating their reported identities by splitting or duplicating data.
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Papers
cs.GTcs.CRcs.LGRecentMay 8, 2026
Quotient Semivalues for False-Name-Resistant Data Attribution
The paper introduces the quotient semivalue mechanism to provide fair data attribution that is resistant to contributors manipulating their reported identities by splitting or duplicating data.
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cs.CRcs.CYcs.LGRecentMay 7, 2026