published short papers or abstracts, even if they appeared in formal If you have further questions about video format, please direct them to virtual@facctconference.org. To receive news about ACM FAccT, follow @facctconference on Meta-Learned Metrics over Multi-Evolution Temporal Graphs. Lilly Irani, University of California, San Diego, Sampath Kannan, University of Pennsylvania. DO NOT talk to anyoneincluding other reviewers or Track co-Chairsabout submissions that are assigned to you without prior approval from the submissions Track Chair; other reviewers or Track co-Chairs may have conflicts with these submissions. FAccT: Fairness, Accountability, and Transparency. ACM FAccT 2021 - HotCRP.com To reconcile algorithmic Price discrimination - offering different prices to different customers - has become common practice. Area Chairs should return their meta-reviews by April 5 11:59 pm AoE. Your paper ID can be found in EasyChair, or in the subject line of the acceptance email from facct22@easychair.org (sent in early April). storage of sensitive data, voluntary and informed consent if users are May 8-13, 2021 Yokohama, Japan May 8-13, 2021 Online Virtual Conference . submissions violate our dual submission policy and will be removed from Our research community is multidisciplinary in its make-up and orientation. A natural remedy is to remove such features from the model. accepted. . This is partly due to the fact that most fairness metrics of interest depend on both the sensitive attribute information and label information of the data points. Papers may also be formatted simply in two-column while minimizing harm to the individual), risk mitigation, and post-hoc We strongly recommend that authors also read it to familiarize themselves with the reviewing process. For example, if using slides, bright white slide backgrounds can make text harder to read; choose an off-white or cream background instead. Consider a cost-sharing game with players of different costs: an example might be an insurance company calculating premiums for a population of mixed-risk individuals. There is one key exception. 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. Contact the Program Co-chairs: program-chairs@facctconference.org. If you have a question about the reviewing system, your primary point of contact should be the PC Chairs. effort by your area selections and the abstract of your paper. Authors are required to pre-register their papers through the submission site by submitting a tentative title and abstract and specifying their submission area(s) by December 15, 2021. One Label, One Billion Faces: Usage and Consistency of Racial Categories in Computer Vision. Engage actively in the discussion phase for each of the submissions that you are assigned, even if you are not specifically prompted to do so by the corresponding track chair. FAT* '19: Proceedings of the Conference on Fairness, Accountability, and Transparency, FAT* '19: Conference on Fairness, Accountability, and Transparency, Chicago , ACM FAccT 2022 offers authors the choice of archival and non-archival paper submissions: In previous years, most authors used the archival option. On submission, authors may be asked to prepare an optional, brief explanation of how their work aligns with the ACM ethics guidelines and what, if any, ethical challenges they faced in their work. When appropriate, authors are encouraged to For instance, citations to the authors' own prior work should be made in the third-person. PDF Sorelle A. Friedler One should be 3-4 minutes long. Ask yourself, Do the other reviewers' comments make sense?" It will help authors by providing both clarity about the reasons for our decision and useful feedback about the strengths and weaknesses of their scholarship, which they can use to strengthen their work. fairness, accountability and transparency (broadly construed). Submissions that do not comply with this policy will be rejected without review. You should rename your videos as YOUR_PAPERID-SHORT.mp4 and YOUR_PAPERID-LONG.mp4, for example 1234-SHORT.mp4 and 1234-LONG.mp4. For Track Chairs and Program Chairs, it provides a basis for decision-making about a submission. Although you may have the opportunity to review this rebuttal and revise your recommendation, generally speaking, your overall assessment should reflect on whether you believe the paper merits acceptance except for minor revisions. The work incorporates foresight on populations most likely to bear disproportionate negative effects directly related to this work. guidelines in shaping study design, analysis, and dissemination. references . ACM Conference on Fairness, Accountability, and Transparency (ACM FAccT). ACM FAccT 2022 offers authors the choice of archival and non-archival paper submissions: Submissions that have "placeholder" titles and abstracts (e.g., "TBA") or none at all at the abstract submission deadline may be deleted. Review content serves two purposes. FAccT'22 has the same acceptance rate of previous editions but the most accepted papers so far - we received almost double the submissions of 2021, and have accepted double the number of papers (181 in total). This document is addressed at program chairs, track chairs, and program committee members. You should NOT assume that you were assigned a representative sample of submissions, nor should you adjust your scores to match the overall conference acceptance rates. It will help the Area Chairs and Program Chairs decide whether to accept the submissions. Although machine learning models can sometimes achieve impressive Formulating data science problems is an uncertain and difficult process. If this happens, please do not divulge the identities to anyone, but do tell the Track Chair that this has happened and make a note of this in the Confidential Comments to Program Chairs text field when you submit your review. Werbach K Panopticon Reborn: Social Credit as Regulation for the Age of AI. Reviewers will be invited to Despite vigorous debates about the technical characteristics of risk assessments being deployed in the U.S. criminal justice system, remarkably little research has studied how these tools affect actual decision-making processes. Coordinating with other reviewers and track chairs by, completing peer reviews/cross-reviews in a timely manner, and. We show through theory and experiment that gradient-based explanations of a model quickly reveal the model itself. ACM FAccT is an interdisciplinary conference dedicated to bringing together a diverse community of scholars from computer science, law, social sciences, and humanities to investigate and tackle issues in this emerging area. decisions are made. Papers that are neither in ACM format nor follow the simplified FAccT papers naturally differ in style and focus from the work featured at other venues. Questions? Conference: 12-15 June 2022 Chicago, IL. The conference brings together researchers and practitioners interested in fairness, not be told whether submissions under review are archival or not, to The work is a novel combination of well-known research. DO NOT talk to other reviewers or Track Chairs about your own submissions (i.e., submissions you are an author on) or submissions with which you have a conflict. Authors are required to pre-register their papers through the submission The Fourth Workshop on Responsible Recommendation (FAccTRec 2021) was held in conjunction with the 15th ACM Conference on Recommender Systems on September, 2021 at Amsterdam, Netherlands, in a hybrid format. Algorithms convex optimization | Algorithmics, complexity, computer deadlines are at 11:59 PM Anywhere On Earth on the given date. Text should be dark, with lots of space around the letters, and in a legible and suitably large font. ACM FAccT - 2021 CFP Please provide a Confidence Score between 1 and 5 for each submission, which concerns the level of confidence you have in your own expertise regarding the topic of the submission. relevant domains inform a broad perspective on how to frame and advance Upon acceptance, the titles, authorship, and abstracts of We will be aided in this General Data Protection Regulation. Classification models are often used to make decisions that affect humans: whether to approve a loan application, extend a job offer, or provide insurance. Researchers postulate that this may be a We use cookies to ensure that we give you the best experience on our website. To this end, their submission by the stated deadline will be unable to submit their Design slides taking into account people with Dyslexia (see e.g. The research community is young but growing fast. FAccT22 is the first FAccT to run with both online and in-person components. The Track Chairs and Program Chairs will interpret these scores via the following scale. We welcome contributions that consider dimensions beyond individual decisions, including equity and justice in systems, policy, and human rights. About us. As of May 9, about 65% of registrations include in-person attendance. KDD 2022 (acceptance rate: 14.99%) will shift to the new ACM workflow for article templates and publication Beginning next year, submissions for FAccT 2022 Conference-length (8-10 pages) versions of papers that are The in-person conference will take place in the COEX exhibition centre in Seoul, South Korea on June 21-24 2022 Korea Standard Time (KST). Confidentiality of submitted material will be In industrial computer vision, discretionary decisions surrounding the production of image training data remain widely undocumented. program and will be evaluated for their contributions following Area chairs will be listed on the FAccT website prior to the paper submission deadline. In your response, please address the degree to which the following statements apply to this work. Google Scholar Cross Ref; anonymous review process. Take your job seriously and be fair. Reviews are due by March 21 11:59 pm AoE. (September 2022) This article relies excessively on references to primary sources. What kinds of marginalization are relevant to As of May 9, about 65% of registrations include in-person attendance. This paper critically examines arguments against independence, a measure of group fairness also known as statistical parity and as demographic parity. FAccT22 has the same acceptance rate of previous editions but the most accepted papers so far - we received almost double the submissions of 2021, and have accepted double the number of papers (181 in total). You should NOT assume that you were assigned a representative sample of submissions, nor should you adjust your scores to match the overall conference acceptance rates. For accessibility related concerns, contact inclusion@facctconference.org. This will allow us to find an alternate reviewer who will be better able to assess the submission. For questions relating to the organization of the conference as a whole, contact general-chairs@facctconference.org. This section can be used to provide additional context but not reduce a submission's chance of acceptance. Reviewers and Area Chairs will be asked to review responses and consider updating their reviews in light of the provided information prior to final decisions. 9%! The uploaded videos will be available in the papers virtual booth throughout the conference. The conference brings together researchers and practitioners interested in fairness, accountability, and transparency in socio-technical systems. Always be constructive and help the authors understand your viewpoint, without being dismissive. above areas when they register their submissions. practice at the intersection of many disciplines. Extensions of If authors have failed to anonymize their submission please inform the program co-chairs by emailing program-chairs@facctconference.org. Please provide a Confidence Score between 1 and 5 for each submission, which concerns the level of confidence you have in your own expertise regarding the topic of the submission. Copyright 2023 ACM, Inc. (IRB) may be necessary in some cases, but by itself may not be However, there has been AI technology offers opportunities to expand virtual and physical access for people with disabilities. This algorithm uses both your topic preference as well as the order of your preferences to determine assignments. Authors of all accepted papers must present their work at the FAccT 2022 conference, regardless of whether their paper is archival or non-archival. read the supplementary materials, so authors are encouraged to use them In your response, please address the degree to which the following statements apply to this work. Accountability, and Transparency (FAccT), 2020. In a very limited number of cases where an otherwise excellent paper requires a significant but actionable revision, Program Chairs can select such submissions for shepherding. Trained machine learning models are increasingly used to perform high-impact tasks in areas such as law enforcement, medicine, education, and employment. USA, Front matter (Title, Copyright, Welcome from the General Chairs, Welcome from the Program Chairs, Contents), FAccT '23: 2022 ACM Conference on Fairness, Accountability, and Transparency, Black Feminist Musings on Algorithmic Oppression, Price Discrimination with Fairness Constraints, Fairness Violations and Mitigation under Covariate Shift, Reasons, Values, Stakeholders: A Philosophical Framework for Explainable Artificial Intelligence, Allocating Opportunities in a Dynamic Model of Intergenerational Mobility, Corporate Social Responsibility via Multi-Armed Bandits, Biases in Generative Art: A Causal Look from the Lens of Art History, Designing an Online Infrastructure for Collecting AI Data From People With Disabilities, Fifty Shades of Grey: In Praise of a Nuanced Approach Towards Trustworthy Design, Representativeness in Statistics, Politics, and Machine Learning, The Distributive Effects of Risk Prediction in Environmental Compliance: Algorithmic Design, Environmental Justice, and Public Policy, Computer Science Communities: Who is Speaking, and Who is Listening to the Women?