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If you have comments that you wish to be kept confidential from the authors, you can use the Comments for PC text field. The ACM Journal on Responsible Computing (JRC) will publish high-quality original research at the intersection of computing, ethics, information, law, policy, responsible innovation, and social responsibility from a wide range of convergent, interdisciplinary, multidisciplinary, and transdisciplinary perspectives. Those who do not pre-register their submission by the stated deadline will be unable to submit their paper to ACM FAccT. In cases where the Program Chairs (PC) have concerns about the ethics of the work in a submission, the PC will consider the ethical soundness and justification of the submission, just as it does its technical soundness. Submissions will then be allocated based on HotCRPs assignment algorithm. accountability, and transparency in socio-technical systems. adjustments to the program committee. If using LaTeX, please use the template given in sample-manuscript.tex when downloading the latest version of the ACM LaTeX documents. FAccT22 is the first FAccT to run with both online and in-person components. diverse as those represented among FAccT authors past and present. statistics, the humanities, and law. This paper proposes new search algorithms for counterfactual explanations based upon mixed integer programming. FAccT 2023 : ACM Conference on Fairness, Accountability, and Contrastive Learning with Complex Heterogeneity. Further information on the expected format and The cross-disciplinary review is intended to provide insight from a different field about the potential broader impact of the work, context for the stated claims and related work (in areas/field beyond the direct one of the submission), and constructive feedback and potential concerns from a different perspective. The ACM Digital Library is published by the Association for Computing Machinery. In case you are not sure Other support for diversity, equity and inclusion at FAcct 2022 will be announced. A natural remedy is to remove such features from the model. Michael Kearns,University of Pennsylvania. scholarship. technical soundness. To this end, When appropriate, authors are encouraged to If necessary, this can be escalated to the PC chairs. learnings from this optional experiment to guide FAccT conference work Your assessment should be based on the quality of the contribution, not its style. ACM FAccT (formerly known as ACM FAT*) solicits work 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. The other should be 12-15 minutes long. building, analysis, and practical impact alongside psychological, sufficient. loans given that are repaid, or criminals that are Two food banks catering to populations of different sizes with different needs must divide among themselves a donation of food items. This dichotomy undermines efforts to make algorithmic systems more fair, transparent, and accountable. He is a recipient of the Best Paper Award at IEEE FOCS in 2005, the IBM Research Pat Goldberg Memorial Award in 2006, the Indian National Science Academy Young Scientist Award in 2011, and the Best Paper award at ACM FAccT in 2019. 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. For instance, citations to the authors' own prior work should be made in the third-person. perspectives on fairness? not submit papers that are identical, or substantially similar to The following are suggestions only: The deadline for uploading videos will be on 27th May (Friday) AOE. Reviewers should never try to identify authors, but in certain cases a reviewer may be able to unintentionally yet correctly deduce the authors identities despite the authors best efforts at anonymity. rejected without review. For questions regarding registration, contact [email protected]. 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. The Overall Score for each submission should reflect your assessment of the submissions contributions. The research program of ACM FAccT solicits academic work from a wide variety of disciplines, including computer . However, an important part of bringing these opportunities to fruition is ensuring that upcoming AI technology works well for people with a wide range Environmental data science is uniquely placed to respond to essentially complex and fantastically worthy challenges related to arresting planetary destruction. However, Area Chairs and Program Chairs need to understand both the strengths and the weaknesses in order to make an informed decision. Access to proprietary data in A/B/n testing has been adopted by many technology companies as a data-driven approach to product design and optimization. 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. Strong work makes a contribution that his important to the FAccT academic field. Authors must omit their names and affiliations Many parts of this guide have been inspired by or outright lifted from the excellent NIPS Reviewer, AC & SAC Guidelines. Beginning next year, submissions for FAccT 2022 After all, risk Kearns, Neel, Roth, and Wu [ICML 2018] recently proposed a notion of rich subgroup fairness intended to bridge the gap between statistical and individual notions of fairness. In keeping with our roots in computing, we appreciate both systems Reviewer consensus is valuable, but it is not mandatory. 2.556; the score needed to be in the top 25.7% (acceptance rate for CHI2019). In this paper, we investigate such online A/B/n Increasingly, programming tasks involve automating and deploying sensitive decision-making processes that may have adverse impacts on individuals or groups of people. Trusted AI literature to date has focused on the trust needs of users who knowingly interact with discrete AIs. in order for the paper to appear in the conference proceedings in the For example, if College A has 100,000 applicants and accepts 5,000 students, their acceptance rate is 5%. authors will be examined by PC Chairs on a case-by-case basis. ACM FAccT FAccT 2021 Early Bird Registration, call for ACM FAccT Doctoral Consortium (DC). asked to prepare an optional, brief explanation of how their work aligns 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. Upon acceptance, the titles, authorship, and abstracts of Authors are required to pre-register their papers through the submission If the reviewers do come to a consensus, the Program Chairs will take it seriously. workshop papers: ACM FAccT welcomes submission of work that has that (1) describe experiments with users and/or deployed systems (e.g., Confidentiality of submitted material will be Ask yourself, Do the other reviewers' comments make sense?" Authors will upload videos to their preferred cloud drive service and share publicly accessible links for each video with the conference organizers. If you have a question about a specific submission or evaluation criteria for a track, your primary point of contact should be the relevant Track Chairs, who you can contact through Confidential Comments to Track Chairs and PC Chairs text field. For LaTeX In Proceedings of the 2021 ACM Conference vised lexical semantic change detection. users, choose format=sigconf with a two-column format. third-person. above areas when they register their submissions. Authors will be able to make changes to their titles and abstracts up until the full paper submission deadline, however the preliminary title and abstract should be representative of the submitted work. IL , instance, citations to the authors' own prior work should be made in the Those who do not pre-register In industrial computer vision, discretionary decisions surrounding the production of image training data remain widely undocumented. anonymous review process. As a multi-disciplinary peer-reviewed 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. 2021. ACM FAccT maintains confidentiality of submitted material. Upon acceptance, the titles, authorship, and abstracts of accepted papers will be released. 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. The Track Chairs and Program Chairs will interpret these scores via the following scale. judiciously. We recommend using 16:9 Aspect Ratio, and minimum 1080p resolution. Strong work cites relevant prior work, and makes clear how it relates to that work. Regardless of norms in the home discipline and the choice to submit as archival or non-archival, papers submitted to FAccT are expected to be of publication-ready quality. welcome scholarship in dialogue with fairness, accountability, and It is calculated by dividing the number of accepted students by the number of total applicants. The 2022 ACM Conference on Fairness, Accountability and Transparency (ACM FAccT) will be held online and in-person in Seoul, South Korea from June 21-24 2022. Google Scholar Cross Ref; and do consider changing your mind in light of their comments, if appropriate. There is one key exception. While news recommenders help consumers deal with information overload and increase their engagement, their Personalization is pervasive in the online space as it leads to higher efficiency for the user and higher revenue for the platform by individualizing the most relevant content for each user. Pre-registration only requires that you "save a draft" of your submission. decisions are made. Conference-length (8-10 pages) versions of papers that are 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. Optionally, authors can upload supplementary materials (e.g., appendices) with their submission, but reviewers will not be required to read the supplementary materials, so authors are encouraged to use them judiciously. under review at a journal, but which have not yet been published in that avoid precluding the future submission of these papers to format, with one inch margins, 9 point Times New Roman font. https://eur-lex.europa.eu/eli/reg/2016/679/oj T. Kamishima, P.-N. Schwab, and M. D. Ekstrand. For general conference information, see https://facctconference.org/2021/. ACM Journal of Experimental Algorithmics, 24.1 (2019): 1-10. . In this Anonymized smartphone-based mobility data has been widely adopted in devising and evaluating COVID-19 response strategies such as the targeting of public health resources. context but not reduce a submission's chance of acceptance. will take place in the context of a worldwide reckoning with racism and Prezi guidelines for accessible presentations, Microsoft guidelines on making Powerpoint slides accessible. network information), must follow basic precepts of ethical research and The non-archival option is offered to avoid precluding the future submission of these papers to discipline-specific journals. ACM FAccT uses a mutually If you use an AI tool to automatically create captions from audio, please make sure to proofread and edit accordingly, to ensure that the captions accurately convey your presentation. Text should be dark, with lots of space around the letters, and in a legible and suitably large font. This will allow us to find an alternate reviewer who will be better able to assess the submission. beneficence (maximizing the benefits to an individual or to society maintained. Bidding. Take your job seriously and be fair. Welcome to the 2021 ACM Conference on Fairness, Accountability, and Transparency (ACM FAccT 2021) submissions site. Authors must omit their names and affiliations from submissions, and avoid obvious identifying statements. Submitted papers must be 12-15 pages (including all figures and tables) in the new single column format, plus unlimited pages for references. This means that you provide your preferences (a.o. Our event management team will then upload them to YouTube, and the Hopin platform. We will expand on this below. Though familiar at first blush, it lacks a single precise meaning. 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. HotCRP.com signin Sign in using your HotCRP.com account. Providing thorough peer reviews/cross-reviews for the authors to. judged by the same quality standards, regardless of whether the authors For instance, citations to the authors' own prior work should be made in the third-person. 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. Vishakha Agrawal - Research - University of California, Los Angeles These include: respect for privacy, secure (IRB) may be necessary in some cases, but by itself may not be All accepted papers will also be presented in a proceedings session with live Q&A. social justice in relation to design of computational systems? Reviewers will use HotCRP to set conflicts, areas of interest and sub-disciplines, bid for papers, submit your reviews, and participate in discussion. proceedings. Your paper ID can be found in EasyChair, or in the subject line of the acceptance email from [email protected] (sent in early April). Conference site 82 papers accepted out of 330 submitted. (27.9% acceptance rate). This topic has received extensive attention We study the problem of learning fair prediction models for unseen test sets distributed differently from the train set. fairness, accountability and transparency (broadly construed). Technical reports and pre-prints: ACM FAccT welcomes submission of work that is already available without peer reviewing as a technical report (e.g., in SSRN, arXiv, or similar). The ACM CHI Conference on Human Factors in Computing Systems (or CHI as it's typically called) is the premier international conference for the field of Human-Computer Interaction (HCI). It can be tempting to comment only on the weaknesses, however, Area Chairs and Program Chairs need to understand both the strengths and the weaknesses in order to make an informed decision. ACM FAccT is an interdisciplinary conference publishing research in algorithmic fairness, accountability, and transparency. The use of counterfactuals for considerations of algorithmic fairness and explainability is gaining prominence within the machine learning community and industry. Contact the Program Co-chairs: [email protected]. When appropriate, authors are encouraged to include a subsection describing these issues. We will create a form for you to share the links, which will be emailed to authors one week in advance of the deadline.The form for uploading your video is here. This also provides transparency and guidance to authors interested in improving their work for the ACM FAT* audience. Claims are well supported by theoretical analysis, evidence, argument, and/or experimental results. Authors will be able to make changes to their titles Archival papers From creating paintings to generating novel art styles, AI based generative art has showcased a variety of applications.