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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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1 result for “slack-consistency”

Group-based Fair Learning Leads to Counter-intuitive Predictionscs.LG

Fairness in ML models can lead to counterintuitive predictions.

problem Enforcing fairness in machine learning models leads to unexpected outcomes.

method Introducing slack-consistency as a desirable property for fairness procedures.

result Standard fairness methods violate the property of monotonicity with respect to slack.

fairness machine learning monotonicity group parity slack-consistency

2019-10-04abs ↗pdf ↗