Non-Ideal Methodology for Responsible ML: Mapping Interventions to Values

Pre-loaded Example: Based on our diagnosis of imperfect conditions in Kulkarni et al. (2022) which we mapped to the authors' values.

1. Undesirable Properties (UP)

2. UP -> RG (Realized Goals)

3. RG -> AV (Abstract Values)

4. IV (Interventions) -> UP

5. KA (Known Assumptions) -> IV

AV (Abstract Value)

RG (Realized Goal)

UP (Undesirable Property)

IV (Intervention)

KA (Known Assumption)