Can AI be Fair?

Algorithmic bias leads to further discrimination against already disadvantaged groups. The problem goes to the foundations of conventional machine learning, which assumes that the future will be very similar to the past — even though the past is replete with racism and sexism. Causal AI rejects this assumption, and provides some of the most promising approaches to de-biasing algorithms.

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This paper explores where algorithmic bias comes from, and how Causal AI can help to de-bias algorithms.