13 citations · 14 across the 4 of their papers we have counts for
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stat.ML2022★ 1 cited
Measuring and signing fairness as performance under multiple stakeholder distributions
David Lopez-Paz, Diane Bouchacourt, Levent Sagun +1
As learning machines increase their influence on decisions concerning human lives, analyzing their fairness properties becomes a subject of central importance. Yet, our best tools…
stat.ML2014★ 13 cited
The Randomized Causation Coefficient
David Lopez-Paz, Krikamol Muandet, Benjamin Recht
We are interested in learning causal relationships between pairs of random variables, purely from observational data. To effectively address this task, the state-of-the-art relies…