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arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

168,982 papers · 148 categories

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0111 · May 201919922001200920172026
3 results for gerrymandering

Map projections can reverse district compactness scores, affecting fairness evaluations.

problem District compactness scores can be reordered by map projections, impacting fairness evaluations.
method Mathematical proof and empirical demonstration of map projection effects on compactness scores.
result Map projections can reverse the order of compactness scores, altering fairness evaluations.

Proposes a new method for fairness in machine learning with multiple protected attributes.

problem Ensuring fairness in machine learning models with continuous and multiple protected attributes.
method Distance covariance regularisation framework to mitigate association between model predictions and protected attributes.
result Demonstrates effectiveness in mitigating fairness gerrymandering in regression tasks.

New clustering method ensures fairness and community preservation.

problem Fairness in clustering, especially for data points representing people.
method Developed an approach to extend kk-center algorithms to satisfy pairwise fairness and community preservation.
result Reasonable approximations of optimal clustering can be achieved while maintaining fairness.