From 3e491f4d7453823c784c9eb3591bf3aa35aace6a Mon Sep 17 00:00:00 2001 From: Justin Hsu Date: Mon, 7 Oct 2019 20:07:17 -0500 Subject: [PATCH] Present on fairness. --- website/docs/schedule/lectures.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/website/docs/schedule/lectures.md b/website/docs/schedule/lectures.md index c2da1ce..c422521 100644 --- a/website/docs/schedule/lectures.md +++ b/website/docs/schedule/lectures.md @@ -24,7 +24,7 @@ 10/11 | Model watermarking
**Reading:** [*Protecting Intellectual Property of Deep Neural Networks with Watermarking*](https://gzs715.github.io/pubs/WATERMARK_ASIACCS18.pdf)
**Reading:** [*Turning Your Weakness Into a Strength: Watermarking Deep Neural Networks by Backdooring*](https://arxiv.org/pdf/1802.04633) | Noor/Shashank | Joseph/Nils | MS1 Due |

**Algorithmic Fairness**

| | | 10/14 | Overview and basic notions
**See also:** [Barocas, Hardt, and Narayanan](https://fairmlbook.org/classification.html), Chapter 2 | JH | --- | -10/16 | Individual and group fairness
**Reading:** [*Fairness through Awarness*](https://arxiv.org/pdf/1104.3913)
**Reading:** [*Equality of Opportunity in Supervised Learning*](https://arxiv.org/pdf/1610.02413) | --- | Jack/Jack | +10/16 | Individual and group fairness
**Reading:** [*Fairness through Awarness*](https://arxiv.org/pdf/1104.3913)
**Reading:** [*Equality of Opportunity in Supervised Learning*](https://arxiv.org/pdf/1610.02413) | JH | Jack/Jack | 10/18 | Inherent tradeoffs
**Reading:** [*Inherent Trade-Offs in the Fair Determination of Risk Scores*](https://arxiv.org/pdf/1609.05807) | Bobby | --- | 10/21 | Defining fairness: challenges
**Reading:** [*50 Years of Test (Un)fairness: Lessons for Machine Learning*](https://arxiv.org/pdf/1811.10104) | JH | Bobby | 10/23 | Fairness in unsupervised learning
**Reading:** [*Man is to Computer Programmer as Woman is to Homemaker? Debiasing Word Embeddings*](https://arxiv.org/pdf/1607.06520)
**Reading:** [*Men Also Like Shopping: Reducing Gender Bias Amplification using Corpus-level Constraints*](https://arxiv.org/pdf/1707.09457) | Zach/Jialu | Noor/Shashank |