will take place in the context of a worldwide reckoning with racism and compare the submission to other submissions. Authors of all accepted papers must Other support for diversity, equity and inclusion at FAcct 2022 will be announced. (Acceptance rate: 16%) 11. Research challenges are not limited to technological solutions regarding potential bias, but include the question of whether decisions should be outsourced to data- and code-driven computing systems. 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. Twitter and join our mailing list facct-announce. Abstract submission: 30 January 2023 11:59pm Anywhere on Earth. format, with one inch margins, 9 point Times New Roman font. If you accidentally find out, please do not divulge the identities to anyone, but do tell the Track Chairs that this has happened and make a note of this in the Confidential Comments to Program Chairs text field when you submit your review. The conference organizers welcome your contributions and insights. ACM FAccT 2021 offers authors the If using LaTeX, please use the template given in sample-manuscript.tex when downloading the latest version of the ACM LaTeX documents. ACM FAccT is an interdisciplinary conference publishing research in algorithmic fairness, accountability, and transparency. 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. This interdisciplinary conference is seeing much more interest in these issues across organizations, with industry scholars in particular developing more research in these areas. Targeted advertising is meant to improve the efficiency of matching advertisers to their customers. Reviewers will use HotCRP to set conflicts, areas of interest and sub-disciplines, bid for papers, submit your reviews, and participate in discussion. Archival papers Conference: 12-15 June 2022 Chicago, IL. If necessary, this can be escalated to the PC chairs. 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. In this case, the authors should not cite the report, so as to preserve anonymity. personal and professional concern, but also a perennial focus of FAccT Further information on the expected format and 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. Reviews are due by March 21 11:59 pm AoE. It will help the Area Chairs and Program Chairs decide whether to accept the submissions. It is not fair to dismiss any submission without having thoroughly read it. We welcome submissions in the following areas: FAccT is an ACM conference about computing, dedicated to rigorous 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. A huge amount of effort goes into reviews. submissions violate our dual submission policy and will be removed from opens. content. Note that submitting research for approval by each authors institutional ethics review body (IRB) may be necessary in some cases, but by itself may not be sufficient. As calls for fair and unbiased algorithmic systems increase, so too does the number of individuals working on algorithmic fairness in industry. 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. 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. 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. https://facctconference.org/ GDPR 2016. other forms of injustice, in society generally and within the field of previously appeared in non-archival venues such as workshops without Please ensure your videos have *embedded* captions. 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. The other should be 12-15 minutes long. 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. Review content serves two purposes. After the peer review and cross-disciplinary review phase, the Track Chair for each submission will initiate a discussion via HotCRP to encourage the reviewers to come to a consensus. respond to initial reviews with a rebuttal. research for approval by each authors institutional ethics review body We will be using the new ACM workflow for formatting manuscripts, described here. 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. With great power comes great responsibility! As of May 9, about 65% of registrations include in-person attendance. Vishakha Agrawal - Research - University of California, Los Angeles the same reviewing rubric as all papers. an ethical concern, and authors agree to be available at any time during The following are suggestions only: The deadline for uploading videos will be on 27th May (Friday) AOE. questions. Non-archival papers will only appear as abstracts in the A variety of programs are available to embed captions into your videos. 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. Non-archival papers will only appear as abstracts in the It can be tempting to only comment on the weaknesses; however, Track Chairs and Program Chairs need to understand both the strengths and the weaknesses in order to make an informed decision. . to ensure that the best content is presented at the conference, and. Try not be that reviewer! This dichotomy undermines efforts to make algorithmic systems more fair, transparent, and accountable. We will use Contact the Program Co-chairs: program-chairs@facctconference.org. anonymous review process. 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. Bidding. paper is accepted, authors will have to reformat their paper in the ACM Learning resource allocation policies from observational data with an application to homeless services delivery. 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. pages (including all figures and tables), plus unlimited pages for Authors are not required or expected to submit a response. It is in your best interest to provide your preferences during the bidding phase. We show through theory and experiment that gradient-based explanations of a model quickly reveal the model itself. learnings from this optional experiment to guide FAccT conference work computing in particular. Authors must omit their names and affiliations from submissions, and avoid obvious identifying statements. Chairs to better anticipate the submission load and to make necessary A computer science conference with a cross-disciplinary focus that brings together researchers and practitioners interested in fairness, accountability, and transparency in socio-technical systems. Providing thorough peer reviews/cross-reviews for the authors to. Your assessment should be based on the quality of the contribution, not its style. 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. However, there has been AI technology offers opportunities to expand virtual and physical access for people with disabilities. PDF Four Years of FAccT: A Reflexive, Mixed-Methods Analysis of Research The program and area websites or apps), or (2) rely on sensitive user data (e.g., social 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. FACCT - ACM Conferences In the case of qualitative SH/Law, the work has a clear added value compared to existing literature. There is one key exception. Beginning next year, submissions for FAccT 2022 Your assessment should be based on the quality of the contribution, not its style. ACM FAccT - FAccT 2022 - Reviewing Guide These include: respect for privacy, secure 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. 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. Area chairs will oversee the reviewing process. 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. content of author rebuttals will be provided when the rebuttal period This will allow us to find an alternate reviewer who will be better able to assess the submission. Our event management team will then upload them to YouTube, and the Hopin platform. 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. Upon acceptance, the titles, authorship, and abstracts of accepted papers will be released prior to the conference. Chi - Acm Sigchi The use of counterfactuals for considerations of algorithmic fairness and explainability is gaining prominence within the machine learning community and industry. When appropriate, authors are encouraged to Authors are required to pre-register their papers through the submission Papers got accepted to ACM CCS, IEEE ICC, IEEE CNS, IEEE Milcom, and. 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). ACM FAccT - 2020 CFP - Reviewing Guidelines You will be asked to provide a Overall Score between 1 and 7 for each submission. FAccT 2023 : ACM Conference on Fairness, Accountability, and Your comments should include the following sections: Please comment on and take into account the strengths of the submission. social, and institutional analyses. 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. We will expand on this below. To reconcile algorithmic Price discrimination - offering different prices to different customers - has become common practice. sufficient. faced in their work. Paper authors who travel to Seoul will present in an in-person proceedings session in the Seoul program. proceedings, if the previously published version does not exceed 4 pages The ACM Digital Library is published by the Association for Computing Machinery. The conference brings together researchers and practitioners interested in fairness, accountability, and transparency in socio-technical systems. Note that submitting FAccT is an ACM conference and as such, we will review papers in alignment with the building, analysis, and practical impact alongside psychological, 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. Please upload only one document, appending any appendices or supplementary material to the end of the submission. Acm ccs 2022 accepted papers - geebt.silvestervenedig.de not be told whether submissions under review are archival or not, to Authors will be able to make changes to their titles 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. Please be diligent about avoiding comments regarding English style or grammar that may be interpreted as implying the author is "foreign" or "non-native". 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. decisions are made. ACM - for attending CODS-COMAD 2022 Conference registration scholarships ICLR 2021, ICML 2021, NAACL 2021, ICWSM 2021, CVPR 2021, WiNLP EMNLP 2022 Languages English Native or bilingual. 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. Settings such as lending and policing can be modeled by a centralized agent allocating a scarce resource (e.g. ACM Conference on Fairness, Accountability, and Transparency - Wikipedia authors will be examined by PC Chairs on a case-by-case basis. LISTSERV - FACCT-ANNOUNCE Archives - LISTSERV.ACM.ORG To this end, The previous two conferences had acceptance rates of 25% and attracted attendees from across academia, industry and public policy. Conspicuously absent from the literature is a rigorous treatment of public trust in AI. 3rd FAccTRec Workshop: Responsible Recommendation - ACM Conferences Author rebuttals: (Please note, this is a different process than that of submission. These include: compliance with applicable laws, respect for privacy, secure storage of sensitive data, voluntary and informed consent when appropriate, avoiding deceptive practices when not essential, beneficence (maximizing the benefits to an individual or to society while minimizing harm to the individual), risk mitigation, and post-hoc disclosure of audits. ACM FAccT maintains confidentiality of submitted material. Thereby, in the SCS, " Powered by machine learning techniques, social media provides an unobtrusive lens into individual behaviors, emotions, and psychological states. Questions? Copyright 2023 ACM, Inc. Design slides taking into account people with Dyslexia (see e.g. We especially welcome contributions that (Acceptance rate: 24%) [C3] Charles Marx*, Richard Phillips*, Sorelle A. Friedler, Carlos Scheidegger, and Suresh Venkatasub-ramanian. What Do Acceptance Rates Really Mean? | CollegeVine Blog last year, papers and position papers are in scope for the New York, NY, June 15, 2022 - 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. In such applications, individuals should have the ability to change the decision of the model. 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. 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. ACM FAccT (formerly known as ACM FAT*) solicits work Algorithmic oppression is then situated through a Black feminist lens part of which entails highlighting the double bind of technology. It is clear how this work differs from previous contributions. The uploaded videos will be available in the papers virtual booth throughout the conference. statistics, the humanities, and law. In cases where the Program Chairs (PC) have concerns about You may not submit papers that are identical, or substantially similar to versions that are currently under review at another conference, have been previously published, or have been accepted for publication. Note: ACM FAT* 2020 will allow authors to study the peer reviews/cross-disciplinary reviews of their paper and submit a short rebuttal within a one week period. Machine Learning Blog | ML@CMU | Carnegie Mellon University choose the archival or non-archival option. will shift to the new ACM workflow for article templates and publication towards more ethical computing scholarship in future years. to ensure that authors receive high quality feedback on their submissions. Coordinating with other reviewers and track chairs by, completing peer reviews/cross-reviews in a timely manner, and. FAccT 2021 Conference on Fairness, Accountability and Transparency 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 . 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. highway 101 washington conditions ryzen 5 3600 rtx 3060 bottleneck calculator best nashville hot chicken in nashville reddit which area your submission fits under, feel free to contact the Program We formally show that through our conceptual mapping, many existing Data too sensitive to be "open" for analysis and re-purposing typically remains "closed" as proprietary information. disclosure of audits. ACM FAccT uses a mutually Recent work has revealed that major automatic speech recognition (ASR) systems such as Apple, Amazon, Google, IBM, and Microsoft perform much more poorly for Black U.S. speakers than for white U.S. speakers. Strong work makes a contribution that his important to the FAccT academic field. The purpose of the shorter video is to increase engagement in your work. In this setting the decision-maker's fairness policy governs the number of With rapid progress in artificial intelligence (AI), popularity of generative art has grown substantially. This section can be used to provide additional users, choose format=sigconf with a two-column format. The ACM's Production System Workflow - ACM Authors Portal Homepage ACM FAccT - FAccT 2022 - Reviewing Guide Be professional and listen to the other reviewers, but do not give in to undue influence. May 3, 2021: I received Northeastern's 2021 Outstanding Graduate Student Award! option for the FAccT submission. 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. Claims are well supported by theoretical analysis, evidence, argument, and/or experimental results. ACM FAccT maintains confidentiality of submitted material. The 2022 conference will be held both in-person and online. The submission adequately informs the reader about the research. How can perspectives and tools from Welcome to the 2021 ACM Conference on Fairness, Accountability, and Transparency (ACM FAccT 2021) submissions site. FAccT welcomes submissions that touch on any of the topics of ACM FAT* 2020 is using the FAT Conf 2020 HotCRP. If you have a question about the reviewing system, your primary point of contact should be the PC Chairs. guidelines in shaping study design, analysis, and dissemination. Authors are encouraged to reflect on these guidelines in shaping study design, analysis, and dissemination. Email Forgot your password? These works may be submitted as-is or in an extended ACM Digital Library. ACM FAccT solicits work from a wide variety of disciplines, including computer science, statistics, law, social sciences, the humanities, and policy, and multidisciplinary scholarships on fairness, accountability and transparency in computational systems (broadly construed). 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. transparency in computational systems, including critical approaches soundness and justification of the submission, just as it does its For Track Chairs and Program Chairs, it provides a basis for decision-making about a submission. Michael Kearns,University of Pennsylvania. option after submission is discouraged but justified requests from The Overall Score for each submission should reflect your assessment of the submissions contributions. Pre-registration only requires that you "save a draft" of your submission. How should the 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. U.S. policy starts showing an interest in AI Please provide an Overall Score for each submission on a scale from -3 to 3. Please provide an Overall Score for each submission. Algorithmic Fairness in Predicting Opioid Use Disorder using Machine in length. You should explain these values in the "Detailed Comments " text field. We unlock the potential of millions of people worldwide. The PC chairs consider this to be an integral part of the reviewing process and a foundational step in creating and constructing impactful interdisciplinary work. 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. Authors unsure about topical fit or ethical issues are welcome to contact the PC. 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. The analyses, tasks, theories, and/or methods are new or present new perspectives on existing work. their paper is archival or non-archival. chairs will make every effort to ensure that papers are reviewed by FAccT papers naturally differ in style and focus from the work featured at other venues. Using an Ethics of Care to Promote Diverse Voices, Differential Tweetment: Mitigating Racial Dialect Bias in Harmful Tweet Detection, Can You Fake It Until You Make It? In Proceed- on Fairness, Accountability, and Transparency, FAccT ings of the Fourteenth Workshop on Semantic Evalua- '21, page 610-623, New York, NY, USA. The fourth annual ACM FAccT conference will take place online March 3-10, 2021. It is calculated by dividing the number of accepted students by the number of total applicants. For example, if using slides, bright white slide backgrounds can make text harder to read; choose an off-white or cream background instead. Papers that are neither in ACM format nor follow the simplified https://eur-lex.europa.eu/eli/reg/2016/679/oj T. Kamishima, P.-N. Schwab, and M. D. Ekstrand. 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. Papers will be matched to reviewers with appropriate expertise based on these designations and the paper abstract. 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. The work incorporates foresight on populations most likely to bear disproportionate negative effects directly related to this work. Q&A will be live in both cases. from a wide variety of disciplines, including computer science, These tests are often run on their websites without explicit consent from users. Jingrui He - School of Information Sciences This means that you provide your preferences (a.o. 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. ACM FAccT - 2021 Home - ACM FAccT Conference 2021 Authors will upload videos to their preferred cloud drive service and share publicly accessible links for each video with the conference organizers. ensuring that submitting to FAccT would not be in violation of the This will allow us to find an alternate reviewer who will be better able to assess the submission. ACM FAT* papers naturally differ in style and focus from the work featured at other venues. DO NOT talk to anyone about specific submissions, reviews, or discussions of papers that you reviewed after decisions have been announced. ACM FAccT uses a mutually anonymous review process. The ACM Digital Library is published by the Association for Computing Machinery.