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Abraham Gale, Amélie Marian · 2020 · arXiv 6905.343692

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Explaining Rankings with Hidden Group Bonuses

cs.DS · 2026-05-28 · unverdicted · novelty 5.0

Presents a constraint-satisfaction framework to jointly infer linear scoring parameters and latent group bonuses from observed rankings, with NP-hardness in general and polynomial-time solvability for constant feature dimension and group count, plus experiments on real and synthetic data.

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  • Explaining Rankings with Hidden Group Bonuses cs.DS · 2026-05-28 · unverdicted · none · ref 21

    Presents a constraint-satisfaction framework to jointly infer linear scoring parameters and latent group bonuses from observed rankings, with NP-hardness in general and polynomial-time solvability for constant feature dimension and group count, plus experiments on real and synthetic data.