On preserving non-discrimination when combining expert advice

Avrim Blum, Suriya Gunasekar, Thodoris Lykouris, Nati Srebro

Neural Information Processing Systems 

Discrimination is commonly an issue in applications where decisions need to be made sequentially. The most prominent such application is online advertising where platforms need to sequentially select which ad to display in response to particular query searches.

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