[AI Seminar] AI Seminar sponsored by Apple -- Ivan Stelmakh -- Dec. 4th

Han Zhao han.zhao at cs.cmu.edu
Tue Dec 4 10:28:11 EST 2018


A gentle reminder that the following talk will happen at noon *today* in
GHC 6115.

Han Zhao <han.zhao at cs.cmu.edu> 于2018年12月3日周一 下午12:42写道:

> Dear faculty and students:
>
> We look forward to seeing you tomorrow, Dec. 4th, at noon in GHC 6115 for
> AI Seminar sponsored by Apple. To learn more about the seminar series,
> please visit the website.
> On Tuesday, Ivan Stelmakh will give the following talk:
>
> *Title: PeerReview4All: Fair and Accurate Reviewer Assignment in Peer
> Review*
> *Abstract: *In this talk, we will focus on automated assignment of papers
> to reviewers in conference peer review. In the first part of the talk we
> will show that assignment procedure currently employed by NeurIPS and ICML
> does not guarantee fairness. Optimizing the total quality of the assignment
> over all papers, this procedure may discriminate against some submissions.
> In contrast, we will present the assignment algorithm that maximizes the
> review quality of the most disadvantaged paper, thus ensuring fairness. In
> the second part of talk, we will discuss the parallel objective of accuracy
> and show that under standard statistical model, our algorithm leads to the
> minimax optimal accuracy of the final decisions. Finally, we will present a
> novel experiment that allows for an objective comparison of various
> assignment algorithms in terms of both fairness and accuracy, and overcomes
> the inherent difficulty posed by the absence of a ground truth in
> experiments on peer-review. The results of this experiment corroborate the
> theoretical guarantees of our algorithm.
> --
>
> *Han ZhaoMachine Learning Department*
>
>
> *School of Computer ScienceCarnegie Mellon UniversityMobile: +1-*
> *412-652-4404*
>


-- 

*Han ZhaoMachine Learning Department*


*School of Computer ScienceCarnegie Mellon UniversityMobile: +1-*
*412-652-4404*
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