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Algorithmic oppression is then situated through a Black feminist lens part of which entails highlighting the double bind of technology. For questions relating to the organization of the conference as a whole, contact general-chairs@facctconference.org. questions. 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. 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). May 8-13, 2021 Yokohama, Japan May 8-13, 2021 Online Virtual Conference . 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. The work incorporates foresight on populations most likely to bear disproportionate negative effects directly related to this work. site by submitting a tentative title and abstract and specifying their 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. 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. The analyses, tasks, theories, and/or methods are new or present new perspectives on existing work. Write thoughtful and constructive reviews. In industrial computer vision, discretionary decisions surrounding the production of image training data remain widely undocumented. The program and area Note Author responses: After receiving reviews, authors will have a brief period to offer responses to the reviews. Reviewers will use HotCRP to set conflicts, areas of interest and sub-disciplines, bid for papers, submit your reviews, and participate in discussion. This process will enable the Program To this end, we adopt a double-blind peer review system consisting of. Optionally, authors can upload supplementary materials (e.g., The 2022 conference will be held both in-person and online. FAccT '23: 2022 ACM Conference on Fairness, Accountability, and Transparency June 27 - 30, 2023 Chicago , IL , USA ACM ethics guidelines. 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. The third annual ACM FAT* Conference brings together researchers and practitioners interested in fairness, accountability, and transparency in socio-technical systems. Submissions that have "placeholder" titles and abstracts (e.g., "TBA") or none at all at the abstract submission deadline may be deleted. Conference-length versions of papers that are already under review at a journal, but which have not yet been published in that journal: In such cases, authors must select the non-archival option for the FAccT submission. The work is a novel combination of well-known research. 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. Please provide an Overall Score for each submission on a scale from -3 to 3. 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. The authors will be asked to respond to all three peer reviews and to the cross-disciplinary review (if applicable) in their rebuttal. Abstract submission: 30 January 2023 11:59pm Anywhere on Earth. The authors are careful and transparent about evaluating both the strengths and weaknesses of their work. Such comments might include explicit comparisons of the submission to other submissions and criticisms that are more bluntly stated. Disentangling Inuence: Using disentangled representations to audit model predic- For LAW and SSH this would regard acceptance in top tier international peer reviewed journals. As of May 9, about 65% of registrations include in-person attendance. Authors are also responsible for ensuring that submitting to FAccT would not be in violation of the relevant journal's submission policies. FAccT is committed to strengthening the disciplinary and interdisciplinary areas it touches by maintaining a high standard of quality in the submissions it accepts. Your overall assessment should reflect whether you believe the paper merits acceptance except for minor revisions. There has been recent interest by payers, health care systems, and researchers in the development of machine learning and artificial intelligence models that predict an individual's probability of developing opioid use disorder. The scores generated by We mathematically compare four competing definitions of group-level nondiscrimination: demographic parity, equalized odds, predictive parity, and calibration. 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. appendices) with their submission, but reviewers will not be required to will appear in the published proceedings of the conference, if they are questions. This years conference There is one key exception. Final submissions will be due on January 21, 2022. Furthermore, reviewers will In your response, please address the degree to which the following statements apply to this work. 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. 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. Researchers postulate that this may be a We use cookies to ensure that we give you the best experience on our website. the review process to rapidly respond to queries from the PC regarding FAccT '21: Proceedings of the 2021 ACM Conference on Fairness, Accountability, and Transparency Fairness, Equality, and Power in Algorithmic Decision-Making. It builds on the success of the 2020 conference held in Barelona, and is the first conference under the new name! The research community is young but growing fast. that investigate core assumptions and propose alternative designs, Try not be that reviewer! formatting rules, or papers exceeding the specified page length, may be ACM FAT * is an international and interdisciplinary peer-reviewed conference that seeks to publish and present the best work examining the fairness, accountability, and transparency of algorithmic systems. 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. This will allow us to find an alternate reviewer who will be better able to assess the submission. (September 2022) ACM Conference on Fairness, Accountability, and Transparency (ACM FAccT, formerly known as ACM FAT*) is a peer-reviewed academic conference series about ethics and computing systems. 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). 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. relevant domains inform a broad perspective on how to frame and advance Our assessments, publications and research spread knowledge, spark enquiry and aid understanding around the world. Password He. May 3, 2021: I received Northeastern's 2021 Outstanding Graduate Student Award! Ongoing work on public assistance for people experiencing homelessness, AI-assisted hiring, and strategies to tackle misinformation on social media. There are three main exceptions to this rule: Please contact program-chairs@facctconference.org for any This means that you provide your preferences (a.o. Extensions of In this case, the authors should not cite the report, so as to preserve anonymity. Area chairs will be listed on the FAccT website prior to the paper submission deadline. 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. Werbach K Panopticon Reborn: Social Credit as Regulation for the Age of AI. We especially welcome contributions that Opportunities such as higher education can promote intergenerational mobility, leading individuals to achieve levels of socioeconomic status above that of their parents. Please be diligent about avoiding comments regarding English style or grammar that may be interpreted as implying the author is "foreign" or "non-native". 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 !. while minimizing harm to the individual), risk mitigation, and post-hoc Upon acceptance, the titles, authorship, and abstracts of accepted papers will be released prior to the conference. ACM Conference on Fairness, Accountability, and Transparency (ACM FAccT). technical soundness. Strong work cites relevant prior work, and makes clear how it relates to that work. There are lots of free options available, here are just a few suggestions: Please try to make your presentation accessible for all. Authors unsure about topical fit or ethical issues are welcome to contact the PC. We are concerned with complex data in which variables may take any value from a contiguous range or an additional set of discrete states. Reviews are due by March 21 11:59 pm AoE. Such submissions violate our dual submission policy and will be removed from submission. Authors will upload videos to their preferred cloud drive service and share publicly accessible links for each video with the conference organizers. pages (including all figures and tables), plus unlimited pages for At least one author of each accepted paper is required to content. Area chairs will oversee the reviewing process. In such applications, individuals should have the ability to change the decision of the model. effort by your area selections and the abstract of your paper. publication archive. sufficient. above areas when they register their submissions. We unlock the potential of millions of people worldwide. Consequential decision-making typically incentivizes individuals to behave strategically, tailoring their behavior to the specifics of the decision rule. Think about the times when you received an unfair, unjustified, short, or dismissive review. ACM conference and as such, we will review papers in alignment with the and do consider changing your mind in light of their comments, if appropriate. ACM Digital Library. Beginning next year, submissions for FAccT 2022 9. option for the FAccT submission. Recently, deep anomaly detection methods were shown to achieve superior results particularly in complex data such as images. Copyright 2023 ACM, Inc. with the review process, authors are asked to select one or more of the 2018. 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. 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. the same reviewing rubric as all papers. It is calculated by dividing the number of accepted students by the number of total applicants. Feb 22, 2021: Our paper "One Label, One Billion Faces . FAccT papers naturally differ in style and focus from the work featured at other venues. Archival papers work. Pre-registration only requires that you "save a draft" of your submission. 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. 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. compare the submission to other submissions. conference, ACM FAccT requires a broad as well as deep set of expertise In your response, please address the degree to which the following statements apply to this work. The submission addresses a problem in a better way than previous work, or advances the state of the art in a demonstrable way. Strong work makes a contribution that his important to the FAccT academic field. format. storage of sensitive data, voluntary and informed consent if users are It is clear how this work differs from previous contributions. At least one author of each accepted paper is required to register for, (virtually) attend, and present the work at the conference in order for the paper to appear in the conference proceedings in the ACM Digital Library. 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 Track Chairs and Program Chairs will interpret these scores via the following scale. A huge amount of effort goes into reviews. 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. Take your job seriously and be fair. 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. For questions regarding registration, contact acm.facct2022@gmail.com. Please describe and consider the strengths of the submission. building, analysis, and practical impact alongside psychological, The ACM CHI Conference, 'CHI2021', Online Virtual Conference. If authors have failed to anonymize their submission please inform the program co-chairs by emailing program-chairs@facctconference.org. Author rebuttals: (Please note, this is a different process than that of The previous two conferences had acceptance rates of 25% and attracted attendees from across academia, industry and public policy. It is okay to be unavailable for part of the review process (e.g., on vacation for a few days), but if you will be unavailable for more than that -- especially during important windows (e.g., discussion, decision-making) -- you must let the Track Chairs know. Always be constructive and help the authors understand your viewpoint, without being dismissive. 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. register for, (virtually) attend, and present the work at the conference 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. deadlines are at 11:59 PM Anywhere On Earth on the given date. submission area(s) by Sept 30. 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. 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. judiciously. FAccT welcomes submissions that touch on any of the topics of You will be asked to provide an Overall Score and a Confidence Score (see below for details) for each submission. Keep in mind that reviewers are not obligated to read the appendix or supplementary materials. If using LaTeX, please use the template given in sample-manuscript.tex when downloading the latest version of the ACM LaTeX documents. As of May 9, about 65% of registrations include in-person attendance. ACM FAccT 2022 [Distinguished Paper Award] (acceptance rate: 25%) D. Fu, L. Fang, R. Maciejewski, V. Tovik, and J. 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. Weve marked the sections of this document with . As is usual at CS conferences, the assignment of reviewers takes place by way of a bidding procedure. Online presentations may be either live or pre-recorded. 2nd FATREC Workshop: Responsible Recommendation. Options and templates are available for both Word and LaTeX users. We will use 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. The research has significance and insights relevant to practitioners, policy makers, or those beyond academia. anonymous review process. in order for the paper to appear in the conference proceedings in the

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