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Authors unsure about topical fit or ethical Chairs to better anticipate the submission load and to make necessary FAccT '21: Proceedings of the 2021 ACM Conference on Fairness, Accountability, and Transparency Fairness, Equality, and Power in Algorithmic Decision-Making. Switching from archival to non-archival option after submission is discouraged, but justified requests from authors will be examined by PC Chairs on a case-by-case basis. Association tion, pages 208-213, Barcelona (online). Michael Kearns,University of Pennsylvania. Non-archival papers will only appear as abstracts in the Additionally, please indicate if, in your opinion, this prevented your review from being impartial. Those who do not pre-register The cross-disciplinary nature of this conference requires specific attention to the review process. proceedings, if they are accepted. It is not fair to dismiss any submission without having thoroughly read it. the review process to rapidly respond to queries from the PC regarding As calls for fair and unbiased algorithmic systems increase, so too does the number of individuals working on algorithmic fairness in industry. : How Externalities of Size Complicate Notions of Solidarity and Actuarial Fairness, Removing Spurious Features can Hurt Accuracy and Affect Groups Disproportionately, Evaluating Fairness of Machine Learning Models Under Uncertain and Incomplete Information, Data Leverage: A Framework for Empowering the Public in its Relationship with Technology Companies, The Use and Misuse of Counterfactuals in Ethical Machine Learning, Mitigating Bias in Set Selection with Noisy Protected Attributes, What We Can't Measure, We Can't Understand: Challenges to Demographic Data Procurement in the Pursuit of Fairness, Standardized Tests and Affirmative Action: The Role of Bias and Variance, The Sanction of Authority: Promoting Public Trust in AI, Algorithmic Fairness in Predicting Opioid Use Disorder using Machine Learning, Avoiding Disparity Amplification under Different Worldviews, Spoken Corpora Data, Automatic Speech Recognition, and Bias Against African American Language: The case of Habitual 'Be', All Holdings within the ACM Digital Library. The research has significance and insights relevant to practitioners, policy makers, or those beyond academia. 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. context but not reduce a submission's chance of acceptance. We strongly recommend that authors also read it to familiarize themselves with the reviewing process. submission. The PC will take a broad view of what constitutes If authors have failed to anonymize their submission please inform the program co-chairs by emailing program-chairs@facctconference.org. The third annual ACM FAT* Conference brings together researchers and practitioners interested in fairness, accountability, and transparency in socio-technical systems. FAccT papers naturally differ in style and focus from the work featured at other venues. Authors can use their preferred tools to record videos. The recent adoption of machine learning models in high-risk settings such as medicine has increased demand for developments in privacy and fairness. 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. Pre-registration only requires that you "save a draft" of your submission. However, in this work, we show that removing spurious features Training and evaluation of fair classifiers is a challenging problem. To receive news about ACM FAccT, follow @facctconference on to ensure that the best content is presented at the conference, and. Q&A will be live in both cases. Using inappropriate or derogatory language is not acceptable. Using elasticities to derive optimal income tax rates. Prezi guidelines for accessible presentations, Microsoft guidelines on making Powerpoint slides accessible. Extensions of 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. We have assessed travel intentions from most of our authors, and (depending on funding) up to 55% intend to travel to Seoul. KDD 2022 (acceptance rate: 14.99%) For Top tier venues in computer science can be thought of as leading conferences such as CVPR, NIPS, ICML, CHI, KDD, ACL, ICWSM, SIGIR, SIGMOD, STOC, or top tier journals. In this case, the authors should not cite the report, so as to preserve anonymity. Please ensure your videos have *embedded* captions. Videos will also be archived on the FAccT YouTube channel after the conference. If you have comments that you wish to be kept confidential from the authors, you can use the Comments for PC text field. We will use As of May 9, about 65% of registrations include in-person attendance. The growing volume of digital data stimulates the adoption of recommender systems in different socioeconomic domains, including news industries. The other should be 12-15 minutes long. Such questions are not only a matter of [1] ACM FAccT uses a mutually Providing thorough peer reviews/cross-reviews for the track chair to, understand the submission at a high level, and. Questions? Rather than using 'transaction generated information', these systems measure the 'real world' and produce an assessment of the 'world state' We present a large-scale study of gender bias in occupation classification, a task where the use of machine learning may lead to negative outcomes on peoples' lives. 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. questions. Accountability, and Transparency (FAccT), 2020. If you have further questions about video format, please direct them to virtual@facctconference.org. HotCRP.com signin Sign in using your HotCRP.com account. Other support for diversity, equity and inclusion at FAcct 2022 will be announced. insufficiently addressed issues in computing such as: How do algorithmic all submissions will have the same page length requirements and will be This will allow us to find an alternate reviewer who will be better able to assess the submission. 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. Fairness, Accountability, and Transparency (FAccT) for socio-tech- nicalsystemshasbeenathrivingareaofresearchinrecentyears.An ACM conference bearing the same name has been the central venue for scholars in this area to come together, provide peer feedback to one another, and publish their work. Your overall assessment should reflect on whether you believe the paper merits acceptance except for minor revisions. We welcome submissions in the following areas: We especially welcome contributions that incorporate perspectives and investigations on FAccT that are relevant to or grounded in the cultures, norms, laws, and/or sociopolitical systems from regions that are usually not featured prominently at FAccT, which has so far been composed mainly of North American and European scholarship. Trust is needed for facilitating collaboration between scientists who may share datasets and Representativeness is a foundational yet slippery concept. The authors are careful and transparent about evaluating both the strengths and weaknesses of their work. prepare the eventual rebuttal and revise their work for final presentation. #FAccT2023 Take your job seriously and be fair. ACM FAccT. deleted. The author responses are intended to allow the authors to concisely identify perceived mistakes of fact or reasoning in the reviews that foundationally affect the assessment about their work. The research community is young but growing fast. read the supplementary materials, so authors are encouraged to use them It is in your best interest to provide your preferences during the bidding phase. Area Chairs should return their meta-reviews by April 5 11:59 pm AoE. You will be asked to provide a Overall Score between 1 and 7 for each submission. Best can be defined in a variety of ways, including quality, clarity, originality, interdisciplinarity and significance. 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. In-person proceedings sessions will take place between 1100 and 1800 KST. Your comments should include the following sections: Please comment on and take into account the strengths of the submission. and abstracts up until the full paper submission deadline, however the Acceptance rates for the major top-tier AI-related conferences Natural Language Processing and Computational Linguistics Computer Vision and Pattern Recognition Machine Learning and Learning Theory Artificial Intelligence Data Mining and Information Retrieval Speech and Signal Processing Note: It is calculated by dividing the number of accepted students by the number of total applicants. will take place in the context of a worldwide reckoning with racism and The analyses, tasks, theories, and/or methods are new or present new perspectives on existing work. research for approval by each authors institutional ethics review body Questions? The research community is young but growing fast. You may Note that submitting perspectives on fairness? While it allows sellers to increase their profits, it also raises several concerns in terms of fairness. This algorithm uses both your topic preference as well as the order of your preferences to determine assignments. (IRB) may be necessary in some cases, but by itself may not be A variety of programs are available to embed captions into your videos. Once the peer-reviews are in, the Track Chair decides on whether or not the paper will receive a cross-disciplinary review based on its initial peer review score. 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. FAccT is an ACM conference and as such, we will review papers in alignment with the ACM conference and as such, we will review papers in alignment with the The discussion phase is especially important for borderline submissions and submissions where the reviewers assessments differ; most submissions fall into one or other of these categories, so please take this phase seriously. Papers that (1) describe experiments with users and/or deployed systems (e.g., websites or apps), or (2) rely on sensitive user data (e.g., social network information), must follow basic precepts of ethical research and subscribe to community norms. It can be tempting to comment only on the weaknesses. from a wide variety of disciplines, including computer science, 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. Thanks for contributing to FAccT 22! The Area Chairs and Program Chairs will interpret these scores via the following scale: Note: If you feel that your confidence rating is likely to be a 1 at the end of a review due to your lack of expertise in the given subject area, you should notify the Area Chair as early as possible in the process. Papers 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. program and will be evaluated for their contributions following study and development of computing as a field of knowledge and FAccT is committed to strengthening the disciplinary and interdisciplinary areas it touches by maintaining a high standard of quality in the submissions it accepts. Design slides taking into account people with Dyslexia (see e.g. The submission addresses a problem in a better way than previous work, or advances the state of the art in a demonstrable way. Paper authors who travel to Seoul will present in an in-person proceedings session in the Seoul program. He. Algorithmic systems are being adopted in a growing number of contexts, fueled by big data. When appropriate, authors are encouraged to Review content serves two purposes. FAccT welcomes submissions that touch on any of the topics of IL , You will be asked to provide an Overall Score and a Confidence Score (see below for details) for each submission. In this light, we especially welcome attention to Submitted papers must be 12-15 pages (including all figures and tables) in the new single column format, plus unlimited pages for references. 9%! Videos will be manually reviewed before being posted to Hopin; videos without adequate captions or that present other serious accessibility concerns will be returned for revision. That said, if you think the other reviewers are not correct, you are not required to change your mind. Upon acceptance, the titles, authorship, and abstracts of Although it is only in its fifth year, FAccT has rapidly become the premiere The submission adequately informs the reader about the research. Papers may also be formatted simply in two-column If English style or grammar are issues, please write your review politely, and avoid language that could be perceived as discriminatory. papers will be reviewed by experts on the topic, from disciplines as 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 cross-disciplinary reviewer will join in the discussion as set out below but will not vote on acceptance or rejection of the paper. Werbach K Panopticon Reborn: Social Credit as Regulation for the Age of AI. Google Scholar Cross Ref; ACM The conference brings together researchers and practitioners interested in fairness, accountability, and transparency in socio-technical systems. systems develop in relation to racism and anti-blackness? Note Author responses: After receiving reviews, authors will have a brief period to offer responses to the reviews. Authors will be able to make changes to their titles 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. SIGN IN Get Alerts for this Conference Save to Binder Export Citation Next Conference FAccT '23 Sponsor: other forms of injustice, in society generally and within the field of Opportunities such as higher education can promote intergenerational mobility, leading individuals to achieve levels of socioeconomic status above that of their parents. Our assessments, publications and research spread knowledge, spark enquiry and aid understanding around the world. diverse as those represented among FAccT authors past and present. 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. Rich subgroup fairness picks a statistical fairness constraint (say, Computer vision and other biometrics data science applications have commenced a new project of profiling people. form. Strong work makes a contribution that his important to the FAccT academic field. Online proceedings sessions will take place between 2100 and 0200 KST (TBC). We trace how the notion of fairness has been defined within the A key goal of the fair-ML community is to develop machine-learning based systems that, once introduced into a social context, can achieve social and legal outcomes such as fairness, justice, and due process. Final submissions will be due on January 21, 2022. scholarship. What kinds of marginalization are relevant to deadlines are at 11:59 PM Anywhere On Earth on the given date. Consequential decision-making typically incentivizes individuals to behave strategically, tailoring their behavior to the specifics of the decision rule. anonymous review process. Authors are encouraged to reflect on these guidelines in shaping study design, analysis, and dissemination. Automated systems for detecting harmful social media content are afflicted by a variety of biases, some of which originate in their training datasets. Authors must omit their names and affiliations Each paper will be reviewed by members of the program committee. Twitter and join our mailing list facct-announce. Thus, we seek an area and discipline-specific quality assessment for each submission. avoid influencing their evaluations. Many powerful computing technologies rely on implicit and explicit data contributions from the public. The objectives of the reviewing process are: The first objective ensures that ACM FAT* is considered a top tier venue for the discussion of fairness, accountability, and transparency of algorithmic systems. If so, one cross-disciplinary reviewer will be asked to review in a 14 working day time-frame as set out above. welcome scholarship in dialogue with fairness, accountability, and building, analysis, and practical impact alongside psychological, social justice in relation to design of computational systems? Targeted advertising is meant to improve the efficiency of matching advertisers to their customers. We recommend using 16:9 Aspect Ratio, and minimum 1080p resolution. If the ACM FAccT FAccT 2021 Early Bird Registration, call for ACM FAccT Doctoral Consortium (DC). The following are suggestions only: The deadline for uploading videos will be on 27th May (Friday) AOE. conference, ACM FAccT requires a broad as well as deep set of expertise will shift to the new ACM workflow for article templates and publication Specifically, something similar to the following should appear near the top of your .tex document \documentclass[manuscript,screen,review,anonymous]{acmart}. 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. Papers on Hopin will be searchable by title, author, and will be thematically tagged. Submitted papers must be 8-10 towards more ethical computing scholarship in future years. Our research community is multidisciplinary in its make-up and orientation. Reviewer consensus is valuable, but it is not mandatory. Copyright 2023 ACM, Inc. journal: In such cases, we require authors to select the non-archival 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. 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. Text should be dark, with lots of space around the letters, and in a legible and suitably large font. consider dimensions beyond individual decisions, including equity ACM FAccT (formerly known as ACM FAT*) solicits work Each paper will be peer reviewed by 3 reviewers of the own subdiscipline of the paper, and those papers that match a threshold in terms of high quality will subsequently be reviewed by one reviewer from a different discipline (a "cross-disciplinary review"): Peer reviews have different objectives from cross-disciplinary reviews, as the latter will not check the methodological integrity of the paper but the extent to which it takes into account the assumptions and/or implications that regard the other discipline. Please note that in contrast to Switching from archival to non-archival Authors of all accepted papers must present their work at the FAccT 2022 conference, regardless of whether their paper is archival or non-archival. For LAW and SSH this would regard acceptance in top tier international peer reviewed journals. For accessibility related concerns, contact inclusion@facctconference.org. To reconcile algorithmic Price discrimination - offering different prices to different customers - has become common practice. work. ACM ethics guidelines. FAccT (previously FAT*) is dedicated to the inherent risks that come with the increasing adoption of data-driven algorithmic decision making systems in socially consequential domains such as policing, criminal justice, health care and education. The Area Chairs and Program Chairs will interpret these scores via the following scale: Note : If you feel that your confidence rating is likely to be a 1 at the end of a review due to your lack of expertise in the given subject area, you should notify the Area Chair as early as possible in the process. the concerns of ACM FAccT? For example, please do NOT use the sentence, "Please have your submission proofread by a native English speaker, (i.e., avoid the phrase native English speaker). will appear in the published proceedings of the conference, if they are We consider your role as program chairs, track chairs and program committee members as essential in seeing to it that the community and the ACM FAT* conference grow to be mature, rigorous, and exciting. 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. The University of California suspended through 2024 the requirement that applicants from California submit SAT scores, upending the major role standardized testing has played in college admissions. Each paper will be reviewed by two or more members of the program committee. 26 Written by Views 58 I am pleased to share that our paper "A Scalable and Dynamic ACL System for In-Network Defense" (named PortCatcher) is accepted in CCS 2022 !. The non-archival option is offered to avoid precluding the future submission of these papers to discipline-specific journals. Conspicuously absent from the literature is a rigorous treatment of public trust in AI. their submission by the stated deadline will be unable to submit their ACM FAT* 2020 is using the FAT Conf 2020 HotCRP. These workflow and formatting changes will improve Should authors find extraordinary errors or equity There are three main exceptions to this rule: Please contact program-chairs@facctconference.org for any 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. The Overall Score for each submission should reflect your assessment of the submissions contributions. Feb 22, 2021: Our paper "One Label, One Billion Faces . 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. with the review process, authors are asked to select one or more of the present their work at the FAccT 2021 conference, regardless of whether FAccT* also welcomes full paper submissions that extend previously published short papers or abstracts, even if they appeared in formal proceedings, if the previously published version does not exceed 4 pages in length. Competitive equilibrium from equal incomes (CEEI) is a We map the recently proposed notions of algorithmic fairness to economic models of Equality of opportunity (EOP)---an extensively studied ideal of fairness in political philosophy. ACM Digital Library. 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 the double-blind review process reduces the risk of bias, reviews can inadvertently contain subtle discrimination, which should be actively avoided. : Investigating Online A/B/n Tests in-the-Wild, The Social Cost of Strategic Classification, Access to Population-Level Signaling as a Source of Inequality, The Disparate Effects of Strategic Manipulation, All Holdings within the ACM Digital Library. Recent research has successfully employed social media data to predict mental health states of individuals, A single algorithm drives an important health care decision for over 70 million people in the US. ACM, the Association for Computing Machinery, is the world's largest educational and scientific computing society, uniting educators, researchers, and professionals to inspire dialogue, share resources and address the field's challenges. About us. 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). Write thoughtful and constructive reviews. maintained. Email Forgot your password? rejected without review. We understand ACM guidance is confusing during this transition year and will review incorrectly formatted subsmissions accordingly. 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. previous years.) 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. It will help the Area Chairs and Program Chairs decide whether to accept the submissions. Papers will be matched to reviewers with appropriate expertise based on these designations and the paper abstract. Trusted AI literature to date has focused on the trust needs of users who knowingly interact with discrete AIs. 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. Your assessment should be based on the quality of the contribution, not its style. Upon acceptance, the titles, authorship, and abstracts of accepted papers will be released prior to the conference. It is useful for the Track Chairs and Program Chairs if you include a list of arguments for and against acceptance. From creating paintings to generating novel art styles, AI based generative art has showcased a variety of applications.

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