Fairness Expressive Capacity Analysis on Subpopulation Boolean Functions
4Max Boolean DegreeFairSBF
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FairSBFMechanism Type=Circuit-aware Fairness Optimization2026.01 | 4 | — | |
| FairSINMechanism Type=Invariant Penalty + Embedding Alignment2026.01 | 3 | — | |
| UGEMechanism Type=Attribute-level Generator2026.01 | 2 | — | |
| FairWireMechanism Type=Diffusion-based with regularizer2026.01 | 2 | — | |
| FairwalkMechanism Type=Walk Sampling2026.01 | 1 | — | |
| FairAdjMechanism Type=Edge Perturbation2026.01 | 1 | — | |
| EDITSMechanism Type=Embedding Debiasing2026.01 | 1 | — |