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Causality and Fairness

Windows on Theory · published 11 June 2021

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https://github.com/rxu18
github.com
Towards a Theory of Generalization in Reinforcement Learning: guest lecture by Sham Kakade Read at the source ↗
windowsontheory.org
https://windowsontheory.org/category/ml-theory-seminar/
windowsontheory.org
https://boazbk.github.io/mltheoryseminar/cs229br.html
boazbk.github.io
http://files.boazbarak.org/misc/mltheory/ML_seminar_lecture_6.pdf
files.boazbarak.org
http://files.boazbarak.org/misc/mltheory/ML_seminar_lecture_6.pptx
files.boazbarak.org
https://harvard.hosted.panopto.com/Panopto/Pages/Viewer.aspx?id=87a43259-6b47-49f1-931f-acfa0177fe20
harvard.hosted.panopto.com
https://mlstory.org/
mlstory.org
https://fairmlbook.org/
fairmlbook.org
https://fairmlbook.org/tutorial1.html
fairmlbook.org
https://dl.acm.org/doi/10.1145/3442188.3445922
dl.acm.org
https://www.nber.org/papers/w9873
nber.org
https://www.propublica.org/article/machine-bias-risk-assessments-in-criminal-sentencing
propublica.org
http://gendershades.org/
gendershades.org
https://rss.onlinelibrary.wiley.com/doi/full/10.1111/j.1740-9713.2016.00960.x
rss.onlinelibrary.wiley.com
https://www.tandfonline.com/doi/abs/10.1080/10511482.2002.9521447
tandfonline.com
https://research.google.com/bigpicture/attacking-discrimination-in-ml/
research.google.com
https://arxiv.org/abs/1610.02413
arxiv.org
https://en.wikipedia.org/wiki/Simpson%27s_paradox
en.wikipedia.org
https://en.wikipedia.org/wiki/Redlining
en.wikipedia.org
https://cacm.acm.org/magazines/2021/4/251365-the-impossibility-of-fairness/fulltext
cacm.acm.org