Differential Privacy Has Disparate Impact on Model Accuracy — mentioned by manux

Tue, 23 Feb 2021 18:40:49 GMT

> It's very easy to build a fair image recognition system by representing all demographics. I wish it was easy. Unfortunately, reality is more complicated, as it tends to be [1,2,3,4]. [1] https://arxiv.org/abs/2010.03058 [2] https://arxiv.org/abs/1911.05248 [3] https://arxiv.org/abs/2008.11600 [4] https://arxiv.org/abs/1905.12101 > Some AI ethics researchers cherry pick on those mistakes to justify their entire research. This is a weird statement. This is like saying police cherry pick on criminals to justify their existence. Do you not believe in harm reduction? Don't you think some part of…

Paper and discussion history. A mention is not an endorsement.

Differential Privacy Has Disparate Impact on Model Accuracy · HackerPapers discussions

Differential Privacy Has Disparate Impact on Model Accuracy — mentioned by manux