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67ho-67
Fa

Fairness

Severity6/10

Individual Fairness

Inconsistent algorithmic treatment of individuals who are similar in relevant aspects, violating principles of individual equity.

Periodic recordSocietyarXiv2023

Ondrej Bohdal, Timothy Hospedales, Philip H. S. Torr, Fazl Barez

Mitigation Strategy

Implementation of Individual Fairness metrics (similar individuals treated similarly), output calibration, and decision consistency audits.

Atomic Number

67

Fa

Risk ID

ho-67

Severity

6/10

Severity Level

67
Society
ho-67
Fa

Fairness

Individual Fairness

RiesgosIA.org
Society • #67

Individual Fairness

Fa
Severity Level6/10

Definition

Inconsistent algorithmic treatment of individuals who are similar in relevant aspects, violating principles of individual equity.

Mitigation Strategy

Implementation of Individual Fairness metrics (similar individuals treated similarly), output calibration, and decision consistency audits.

Notes / Observations

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