ACM FAccT - 2021 Home - ACM FAccT Conference 2021 Algorithmic oppression is then situated through a Black feminist lens part of which entails highlighting the double bind of technology. As a multi-disciplinary peer-reviewed Weve marked the sections of this document with . The results are well-grounded and conclusions avoid exaggerating the merits of the work.. Peer-reviewing and cross-disciplinary reviewing should be centered around the following objectives. While it allows sellers to increase their profits, it also raises several concerns in terms of fairness. 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. previous years.) Michael Kearns,University of Pennsylvania. Though familiar at first blush, it lacks a single precise meaning. The Overall Score for each submission should reflect your assessment of the submissions contributions. work. : Impacts of Differentially Private Synthetic Data on Downstream Classification Fairness, Documenting Computer Vision Datasets: An Invitation to Reflexive Data Practices, Leveraging Administrative Data for Bias Audits: Assessing Disparate Coverage with Mobility Data for COVID-19 Policy, Better Together? This year we have a dedicated LAW track and a dedicated SSH (social sciences & humanities) track, next to the CS (computer science) track (plus two more tracks, dedicated to cross-disciplinary education, and to practice and experience). You should not let the authors identities influence your decision in any way. workshop papers: ACM FAccT welcomes submission of work that has Pre-registration only requires that you "save a draft" of your submission. websites or apps), or (2) rely on sensitive user data (e.g., social Our results speak to a tension between the desire to keep a proprietary model secret and the ability to offer model explanations. How can perspectives and tools from Authors will upload videos to their preferred cloud drive service and share publicly accessible links for each video with the conference organizers. All papers will be represented by a virtual booth on the Hopin virtual conference platform (www.hopin.com). The ACM Digital Library is published by the Association for Computing Machinery. We particularly seek to evaluate technical solutions with respect to existing problems, reflecting upon their benefits and risks; to address pivotal questions about economic incentive structures, perverse implications, distribution of power, and redistribution of welfare; and to ground research on fairness, accountability, and transparency in existing legal requirements. 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. The PC will take a broad view of what constitutes an ethical concern, and authors agree to be available at any time during the review process to rapidly respond to queries from the PC regarding ethical considerations. submissions violate our dual submission policy and will be removed from A shepherd will be assigned to such submissions for the purpose of overseeing the revision process and confirming that the requested revisions are all carried out. In case you are not sure In such applications, individuals should have the ability to change the decision of the model. previously appeared in non-archival venues such as workshops without The ACM Conference for Fairness, Accountability, and Transparency ( FAccT) has decided to suspend its sponsorship relationship with Google, conference sponsorship co-chair and Boise State. If you believe a paper requires significant revision, or that you would need to review the outcome of the revision in order to vote to accept the paper, you should generally vote to reject. Claims are well supported by theoretical analysis, evidence, argument, and/or experimental results. General Data Protection Regulation. loans or police officers) amongst several groups, in order to maximize some objective (e.g. reconsider their reviews and scores in light of rebuttals before final network information), must follow basic precepts of ethical research and FACCT Conference - Home - ACM Digital Library 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. If the Chairs to better anticipate the submission load and to make necessary However, in this work, we show that removing spurious features Training and evaluation of fair classifiers is a challenging problem. How should the We develop a dynamic model for allocating such opportunities in a society that We propose a multi-armed bandit setting where each arm corresponds to a subpopulation, and pulling an arm is equivalent to granting an opportunity to this subpopulation. Welcome to the 2021 ACM Conference on Fairness, Accountability, and Transparency (ACM FAccT 2021) submissions site. transparency in computational systems, including critical approaches avoid influencing their evaluations. and ethnic studies, migration studies, work on disability and other format. deadlines are at 11:59 PM anywhere on earth (AoE) on the given date. Authors must omit their names and affiliations from submissions, and avoid obvious identifying statements. fairness, accountability and transparency (broadly construed). Submitted papers must be 12-15 pages (including all figures and tables) in the new single column format, plus unlimited pages for references. In-person presentations must be live. soundness and justification of the submission, just as it does its The purpose of the shorter video is to increase engagement in your work. 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. In this light, we especially welcome attention to For questions relating to the organization of the conference as a whole, contact general-chairs@facctconference.org. FAccT '21: Proceedings of the 2021 ACM Conference on Fairness, Accountability, and Transparency March 2021 Pages 272 https://doi.org/10.1145/3442188.3445891 This paper argues for more caution with the use of counterfactuals when the facts to be Subset selection algorithms are ubiquitous in AI-driven applications, including, online recruiting portals and image search engines, so it is imperative that these tools are not discriminatory on the basis of protected attributes such as gender or race. For instance, citations to the authors' own prior work should be made in the third-person. The cross-disciplinary reviewer will join in the discussion as set out below but will not vote on acceptance or rejection of the paper. 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. statistics, the humanities, and law. Humans are the final decision makers in critical tasks that involve ethical and legal concerns, ranging from recidivism prediction, to medical diagnosis, to fighting against fake news. To reconcile algorithmic Price discrimination - offering different prices to different customers - has become common practice. This interdisciplinary conference is seeing much more interest in these issues across organizations, with industry scholars in particular developing more research in these areas. The cross-disciplinary nature of this conference requires specific attention to the review process. 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. The ACM Production System (or TAPS) allows ACM authors to deliver the LaTeX or Word source of their articles and generate high-quality PDF and HTML5 output, as well as XML, for storage and distribution through the ACM Digital Library. option for the FAccT submission. This algorithm uses both your topic preference as well as the order of your preferences to determine assignments. ACM Journal of Experimental Algorithmics, 24.1 (2019): 1-10. . Your comments should be detailed, specific, and polite. Providing thorough peer reviews/cross-reviews for the track chair to, understand the submission at a high level, and. Consequential decision-making typically incentivizes individuals to behave strategically, tailoring their behavior to the specifics of the decision rule. The third annual ACM FAT* Conference brings together researchers and practitioners interested in fairness, accountability, and transparency in socio-technical systems. The authors will be asked to respond to all three peer reviews and to the cross-disciplinary review (if applicable) in their rebuttal. 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). We will use 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). https://facctconference.org/ GDPR 2016. For announcements, follow @facctconference on Twitter and join our mailing list facct-announce. This typically corresponds to about 8,000 words for the main It builds on the success of the 2020 conference held in Barelona, and is the first conference under the new name! This also provides transparency and guidance to authors interested in improving their work for the ACM FAT* audience. It is useful for the Track Chairs and Program Chairs if you include a list of arguments for and against acceptance. will appear in the published proceedings of the conference, if they are The growing volume of digital data stimulates the adoption of recommender systems in different socioeconomic domains, including news industries. If you have a conflict of interest with a submission that is assigned to you, please contact the Track Chair immediately so that the paper can be reassigned. He. paper is accepted, authors will have to reformat their paper in the ACM On submission, authors may be 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. 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). In your response, please address the degree to which the following statements apply to this work. The work situates itself in the context of related work. Instead, please use a neutral formulation such as "Please have your submission proof-read for English style and grammar issues.". Paper submission: 6 Feburary 2023 11:59pm Anywhere on Earth. 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. KDD 2022 (acceptance rate: 14.99%) L. Zheng, J. Xiong, Y. Zhu, and J. ACM FAccT 2022 Call For Papers Humanising Machine Intelligence The analyses, tasks, theories, and/or methods are new or present new perspectives on existing work. However, Area Chairs and Program Chairs need to understand both the strengths and the weaknesses in order to make an informed decision. We will be aided in this A long line of work has therefore sought to counteract strategic behavior by designing more We study a two-stage model, in which students are 1) admitted to college on the basis of an entrance exam which is a noisy signal about their qualifications (type), and then 2) those students who were admitted to college can be hired by an employer as a We identify and explore differential access to population-level signaling (also known as information design) as a source of unequal access to opportunity. Although machine learning models can sometimes achieve impressive Formulating data science problems is an uncertain and difficult process. All opens. accepted. Write thoughtful and constructive reviews. Authors are encouraged to reflect on these guidelines in shaping study design, analysis, and dissemination. avoid precluding the future submission of these papers to He was elected an ACM Fellow in 2019. 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. Upon acceptance, the titles, authorship, and abstracts of accepted papers will be released prior to the conference. Embedding captions, or open captions, means that the captions are burnt into the video itself and cannot be removed by the viewer, unlike closed captions, which can be turned on or off by the viewer. proceedings, if they are accepted. 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). Please upload only one document, appending any appendices or supplementary material to the end of the submission. One should be 3-4 minutes long. accountability, and transparency in socio-technical systems. Password (Acceptance rate: 24%) [C3] Charles Marx*, Richard Phillips*, Sorelle A. Friedler, Carlos Scheidegger, and Suresh Venkatasub-ramanian. Those who do not pre-register not submit papers that are identical, or substantially similar to study and development of computing as a field of knowledge and LISTSERV - FACCT-ANNOUNCE Archives - LISTSERV.ACM.ORG chairs will make every effort to ensure that papers are reviewed by The ACM CHI Conference, 'CHI2021', Online Virtual Conference. 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. We especially welcome contributions that May 8-13, 2021 Yokohama, Japan May 8-13, 2021 Online Virtual Conference . anonymous review process. maintained. ACM FAccT 2021 offers authors the ACM FAccT uses a mutually To this end, we adopt a double-blind peer review system consisting of. ACM FAccT 2022 [Distinguished Paper Award] (acceptance rate: 25%) D. Fu, L. Fang, R. Maciejewski, V. Tovik, and J. All You will be asked to 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. Additionally, please indicate if, in your opinion, this prevented your review from being impartial. asked to prepare an optional, brief explanation of how their work aligns research for approval by each authors institutional ethics review body proceedings, if the previously published version does not exceed 4 pages formatting rules, or papers exceeding the specified page length, may be 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. Extensions of Conference site 82 papers accepted out of 330 submitted. Please describe and consider the strengths of the submission. There is one key exception. Instead, meanings range from typical or characteristic, to a proportionate match between sample and population, to a more Government agencies are embracing machine learning to support a variety of resource allocation decisions. We unlock the potential of millions of people worldwide. Under no circumstances should you attempt to find out the identities of the authors for any of your assigned submissions (e.g., by searching on Google or arXiv). 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. and justice in systems, policy, and pedagogy. practice at the intersection of many disciplines. ACM conference and as such, we will review papers in alignment with the Submissions that do not comply with this policy will be rejected without review. Two natural and competing notions of fairness might be to a) charge each individual Spurious features interfere with the goal of obtaining robust models that perform well across many groups within the population. Anomaly detection aims to find instances that are considered unusual and is a fundamental problem of data science. been previously published, or have been accepted for publication. ACM FAccT 2022 offers authors the choice of archival and non-archival paper submissions: If you believe a paper requires significant revision, or that you would need to review the outcome of the revision in order to vote to accept the paper, you should generally vote to reject. 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. The Review of Economic Studies, 68(1):205--229, 2001. Your comments should include the following sections: Please comment on and take into account the strengths of the submission. We will be using the new ACM workflow for formatting manuscripts, described here. For LaTeX Your review is important for two reasons: Please make your review as detailed and informative as possible -- short, superficial reviews that venture uninformed opinions or guesses are worse than no review, since they may result in the rejection of a high-quality submission. Task-dependent Optimal Weight Combinations for Static Embeddings Your overall assessment should reflect on whether you believe the paper merits acceptance except for minor revisions. Submissions that have placeholder titles and abstracts (e.g., Upon acceptance, the titles, authorship, and abstracts of accepted papers will be released. Beginning next year, submissions for FAccT 2022 preliminary title and abstract should be representative of the submitted Werbach K Panopticon Reborn: Social Credit as Regulation for the Age of AI. ACM FAccT maintains the confidentiality of submitted material. Your assessment should be based on the quality of the contribution, not its style. Algorithms convex optimization | Algorithmics, complexity, computer will shift to the new ACM workflow for article templates and publication It is an opportunity to advertise your research in an easily-shared and easily-consumed format, to increase the chance that people will engage with it more deeply. in order for the paper to appear in the conference proceedings in the Copyright 2023 ACM, Inc. FAccT '21: Proceedings of the 2021 ACM Conference on Fairness, Accountability, and Transparency, FAccT '21: 2021 ACM Conference on Fairness, Accountability, and Transparency, Chicago ,
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