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Maintaining fairness across distribution shift: do we have viable solutions for real-world applications?

Jessica Schrouff , Natalie Harris , Oluwasanmi Koyejo , Ibrahim Alabdulmohsin , Eva Schnider , Krista Opsahl-Ong , Alex Brown , Subhrajit Roy , Diana Mincu , Christina Chen , Awa Dieng , Yuan Liu , Vivek Natarajan , Alan Karthikesalingam , Katherine Heller , Silvia Chiappa , Alexander D'Amour

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Almost-Exact Matching with Replacement for Causal Inference

Awa Dieng , Yameng Liu , Sudeepa Roy , Cynthia Rudin , Alexander Volfovsky

* Submitted to AISTATS 2019 

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