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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.

168,742 papers · 148 categories

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0111 · May 202219922001200920172026
1 result for “fairness-area-under-the-curve”
To the Fairness Frontier and Beyond: Identifying, Quantifying, and Optimizing the Fairness-Accuracy Pareto Frontierstat.ML

We identify and optimize the fairness-accuracy tradeoff through TAF Curves and FAUC metrics.

problem Balancing fairness and accuracy in machine learning models for high-stakes decisions.
method Developed TAF Curves and FAUC metric to quantify the tradeoff, and introduced FairStacks framework to expand the Pareto frontier.
result FairStacks framework expands the empirical Pareto frontier and improves the FAUC for model ensembles.
algorithmic fairnessmachine learningtradeoff between fairness and accuracymodel stackingfairness-area-under-the-curve
2022-05-31abs ↗pdf ↗