clinical risk modeling 1constraint solving 1continuous algebraic systems 1diffusion models 1drift monitoring 1evaluation methodology 1fairness auditing 1graph neural networks 1random multi-start 1subgroup disparity 1synthetic benchmark 1
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cs.LG2026
KAISEN: Reproducible Subgroup Fairness Auditing for Clinical Risk Models
Sparsh Roy, Samuel Girmachew, Nishita Chavan
The paper introduces KAISEN, a reproducible five‑phase pipeline for auditing subgroup fairness in clinical risk models, and evaluates its components on a synthetic benchmark coveri…
cs.LG2026
When Do Learned Diffusion Proposals Help Constraint Solving? A Controlled Study on Continuous Algebraic Systems
Quang Bui, Sparsh Roy, Akash Gundimeda +1
The paper studies when graph‑neural diffusion proposals improve solving continuous algebraic constraint systems, comparing learned proposals to random multi‑start baselines and ide…