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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.

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4 results for “Fairwashing”

Fairwashing: the risk of rationalizationcs.LG

Fairwashing occurs when machine learning models are made to appear fair through rationalization.

problem Rationalizing unfair black-box models to appear fair.

method LaundryML uses a regularized rule list enumeration algorithm to find fair rule lists approximating an unfair model.

result It is possible to systematically rationalize decisions from unfair black-box models using model and outcome explanations.

Fairwashing Black-box Machine Learning Rationalization Fairness

2019-01-28abs ↗pdf ↗

Proposed Guidelines for the Responsible Use of Explainable Machine Learningstat.ML

Guidelines for using explainable ML to avoid misuse.

problem Misuse of explainable ML, especially for harmful purposes.

method Proposed guidelines to promote best practices.

result Promote interpretable models and testing methods.

explainable machine learning XAI fairwashing scaffolding black-boxes

2019-06-08abs ↗pdf ↗

Evaluating the Ability of Explanations to Disambiguate Models in a Rashomon Setcs.AI

AXE evaluates explanations to avoid misleading Rashomon set model selection.

problem Evaluating explanations for Rashomon set models to avoid false selection.

method Proposed AXE method to evaluate explanation quality.

result AXE detects adversarial fairwashing with 100% success rate.

explainable AI Rashomon set model selection explanation evaluation fairwashing

2026-01-13abs ↗pdf ↗

Fairwashing Explanations with Off-Manifold Detergentcs.LG

New method shows unfair explanations can be created for any classifier.

problem Fairness in black-box classifier explanations is not guaranteed.

method Constructs a new classifier with similar performance but altered explanations.

result Explanation methods can be manipulated to show unfair decisions.

fairness explanation methods black-box classifiers manifold differential geometry

2020-07-20abs ↗pdf ↗