303 citations · 800 across the 21 of their papers we have counts for
3 papers · 1 filter
Statistical discrimination in learning agents
Edgar A. Duéñez-Guzmán, Kevin R. McKee, Yiran Mao +9
Undesired bias afflicts both human and algorithmic decision making, and may be especially prevalent when information processing trade-offs incentivize the use of heuristics. One pr…
Prequential MDL for Causal Structure Learning with Neural Networks
Jorg Bornschein, Silvia Chiappa, Alan Malek +1
Learning the structure of Bayesian networks and causal relationships from observations is a common goal in several areas of science and technology. We show that the prequential min…
Fairness with Continuous Optimal Transport
Silvia Chiappa, Aldo Pacchiano
Whilst optimal transport (OT) is increasingly being recognized as a powerful and flexible approach for dealing with fairness issues, current OT fairness methods are confined to the…