$FAIR fairness

Latest papers

1. Bayesian Learning to Select Fair Classifiers cs.LG · 14 Oct · 3 hits

   …of selecting, in an online stream, the agent that best balances (i) predictive performance and (ii) subgroup fairness of a sensitive attribute, and that allows for delayed observations of true class labels. We…

2. Lost in Translation: Why Lower Bias Scores Don't Mean Fairer Models cs.CL · 14 Oct · 1 hit

   …stereotype score in English with its average in another language and read the difference as a difference in fairness. We ask how much of that difference is noise. Auditing ten open models in eight languages, we…

3. FUSE: Fairness-aware Update Screening against Byzantine Exploitation in $q$-Fair Federated Learning cs.LG · 14 Oct · 5 hits

   …of $q$-fair federated learning has been largely neglected, leaving the server unable to tell legitimate fairness-induced amplification from malicious update scaling. To address this critical gap, we formalize the…

4. Subexponential Parameterized Approximation for Group-Fair Euclidean $k$-Center cs.DS · 14 Oct · 4 hits

   …grouping data into meaningful classes, but in many applications the resulting clusters must also respect the fairness conditions among different groups. We study this direction for the group-fair Euclidean $k$-center…

5. Topology-Preserving Multi-Usage Pipe Centerline Refinement under Permanent Tubular Occupancy cs.RO · 14 Oct · 1 hit

   …in additively manufactured hydraulic manifolds---those corners are undesirable: they degrade geometric fairness and, in practice, flow quality. This technical report studies the downstream geometric stage that…

6. Multi-Sensitive Distributional Fairness: Joint Wasserstein Audits and Shapley Allocation stat.ML · 13 Oct · 2 hits

   Fairness audits with several sensitive attributes are often performed one coordinate at a time. This can miss…

7. Maximin share allocations for two types of items cs.GT · 13 Oct · 1 hit

   …the fair allocation of indivisible items among $n$ agents with additive valuations (or costs) using the fairness notion of maximin share (MMS). Since MMS allocations do not always exist when $n > 2$, one direction…

8. Fairness under Prediction Error in Predict-then-Optimize Pipelines cs.LG · 13 Oct · 4 hits

   Fairness constraints in predict-then-optimize pipelines are necessarily enforced on predicted outcomes…