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PeerReview4All: Fair and Accurate Reviewer Assignment in Peer Review [article]

Ivan Stelmakh, Nihar B. Shah, Aarti Singh
2019 arXiv   pre-print
We consider the problem of automated assignment of papers to reviewers in conference peer review, with a focus on fairness and statistical accuracy.  ...  on peer-review.  ...  Acknowledgments This work was supported in parts by NSF grants CRII: CIF: 1755656, CIF: 1563918, and CIF: 1763734.  ... 
arXiv:1806.06237v2 fatcat:ez4igzzzdfadzgpi73zr67sssi

I Will Have Order! Optimizing Orders for Fair Reviewer Assignment [article]

Justin Payan, Yair Zick
2021 arXiv   pre-print
Our approach outputs highly efficient EF1 allocations for three real conference datasets, outperforming several state-of-the-art paper assignment methods in fairness, efficiency and runtime.  ...  Scientific advancement requires effective peer review.  ...  This work was performed in part using high performance computing equipment obtained under a grant from the Collaborative R&D Fund managed by the Massachusetts Technology Collaborative. Bibliography  ... 
arXiv:2108.02126v1 fatcat:2qrcvrmlorgrlh76k45fhibnke

A SUPER* Algorithm to Optimize Paper Bidding in Peer Review [article]

Tanner Fiez, Nihar B. Shah, Lillian Ratliff
2020 arXiv   pre-print
A prime example (which forms the focus of this paper) is the bidding process in conference peer review where reviewers enter the system sequentially, each reviewer needs to be shown the list of submitted  ...  papers, and the reviewer then "bids" to review some papers.  ...  Acknowledgments This work was supported by NSF grants CIF 1763734, CAREER: CIF 1942124 and CRII: CIF 1755656. Tanner Fiez was also supported by the DoD NDSEG Fellowship Program.  ... 
arXiv:2007.07079v2 fatcat:f3iqqhnqf5hd7akuw4be4vwmyq

Tilted Empirical Risk Minimization [article]

Tian Li, Ahmad Beirami, Maziar Sanjabi, Virginia Smith
2021 arXiv   pre-print
Finally, we demonstrate that TERM can be used for a multitude of applications, such as enforcing fairness between subgroups, mitigating the effect of outliers, and handling class imbalance.  ...  TERM is not only competitive with existing solutions tailored to these individual problems, but can also enable entirely new applications, such as simultaneously addressing outliers and promoting fairness  ...  The work of TL and VS was supported in part by the National Science Foundation grant IIS1838017, a Google Faculty Award, a Carnegie Bosch Institute Research Award, and the CONIX Research Center.  ... 
arXiv:2007.01162v2 fatcat:bkwwhpdesvdabiebaydgh3r4ry