read the supplementary materials, so authors are encouraged to use them form. Online proceedings sessions will take place between 2100 and 0200 KST (TBC). PDF NEWS RELEASE Contact - acm.org ACM FAccT uses a mutually Final submissions will be due on January 21, 2022. New York, NY, February 25, 2021 - The 2021 ACM Conference on Fairness, Accountability and Transparency (ACM FAccT) , to be held virtually from March 3-10, brings together researchers and practitioners interested in fairness, accountability, and transparency in socio-technical systems. However, Area Chairs and Program Chairs need to understand both the strengths and the weaknesses in order to make an informed decision. The online conferenceincluding both live-streamed elements of the in-person conference, and online-only contentwill also begin on June 21, with content and discussion available for two weeks from that date, and a library of content available subsequently. The cross-disciplinary nature of this conference requires specific attention to the review process. ACM Conference on Fairness, Accountability, and Transparency (ACM FAccT). These include: respect for privacy, secure How should the Related papers: Procedural Justice Framework for AI, Dynamic Resource Allocation for Community Service, Fair Smart Community Service My past projects investigated human-robot interaction. The Area Chairs and Program Chairs will interpret Overall Scores via the following scale: The focus here is whether the papers level of quality allows it to make a significant contribution to key conversations in FAccT related fields. Submissions that do not comply with this policy will be rejected without review. There is one key exception. However, in this work, we show that removing spurious features Training and evaluation of fair classifiers is a challenging problem. Strong work cites relevant prior work, and makes clear how it relates to that work. The latest data we have shows there are 11,240 reviews in the system. Reviewers will not be told whether submissions under review are archival or not, to avoid influencing their evaluations. Fairness, Equality, and Power in Algorithmic Decision-Making The second ensures that we are rigorous in our assessment, transparent in our decision-making, and investing in future submissions to ACM FAT* or associated conferences. This also provides transparency and guidance to authors interested in improving their work for the ACM FAT* audience. FAccT '21: Proceedings of the 2021 ACM Conference on Fairness, Accountability, and Transparency Fairness, Equality, and Power in Algorithmic Decision-Making. Though familiar at first blush, it lacks a single precise meaning.