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. relevant domains inform a broad perspective on how to frame and advance Caliskan_CV_Brookings.pdf - AYLIN CALISKAN Assistant Other support for diversity, equity and inclusion at FAcct 2022 will be announced. that investigate core assumptions and propose alternative designs, This algorithm uses both your topic preference as well as the order of your preferences to determine assignments. IL , 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. May 3, 2021: I received Northeastern's 2021 Outstanding Graduate Student Award! 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. deadlines are at 11:59 PM anywhere on earth (AoE) on the given date. Abstract submission: 30 January 2023 11:59pm Anywhere on Earth. opens. proceedings, if the previously published version does not exceed 4 pages These systems filter, sort, score, recommend, personalize, and otherwise shape human experience, increasingly making or informing decisions with major impact on access to, e.g., credit, insurance, healthcare, parole, social security, and immigration. (September 2022) This article relies excessively on references to primary sources. KDD 2022 (acceptance rate: 14.99%) Settings such as lending and policing can be modeled by a centralized agent allocating a scarce resource (e.g. Authors must omit their names and affiliations from submissions, and avoid obvious identifying statements. 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. form. 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. Google Scholar Cross Ref; Our research community is multidisciplinary in its make-up and orientation. ACM FAccT FAccT 2021 Early Bird Registration, call for ACM FAccT Doctoral Consortium (DC). and justice in systems, policy, and pedagogy. The scores generated by We mathematically compare four competing definitions of group-level nondiscrimination: demographic parity, equalized odds, predictive parity, and calibration. To aid To receive news about ACM FAccT, follow @facctconference on 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. Keep in mind that reviewers are not obligated to read the appendix or supplementary materials. chairs for clarification. You should explain these values in the "Detailed Comments " text field. deadlines are at 11:59 PM Anywhere On Earth on the given date. Algorithmic Fairness in Predicting Opioid Use Disorder using Machine In your response, please address the degree to which the following statements apply to this work. While it allows sellers to increase their profits, it also raises several concerns in terms of fairness. Design slides taking into account people with Dyslexia (see e.g. paper is accepted, authors will have to reformat their paper in the ACM 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. 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. Please describe and consider the strengths of the submission. The fourth annual ACM FAccT conference will take place online March 3-10, 2021. accepted. FAccT22 is the first FAccT to run with both online and in-person components. FAccT'22 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). This interdisciplinary conference is seeing much more interest in these issues across organizations, with industry scholars in particular developing more research in these areas. 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. Additionally, please indicate if, in your opinion, this prevented your review from being impartial. 2.556; the score needed to be in the top 25.7% (acceptance rate for CHI2019). Reviews are due by March 21 11:59 pm AoE. 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. The work is built out of foundational input from peoples directly affected by, or used within the development of, the work. network information), must follow basic precepts of ethical research and 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. program and will be evaluated for their contributions following other forms of injustice, in society generally and within the field of 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. ACM Conference on Fairness, Accountability, and Transparency (ACM FAccT). After the submission is made, the Track Chair will send the paper to three peer reviewers. Stability against changes in data distribution is an important mandate for responsible deployment of models. Task-dependent Optimal Weight Combinations for Static Embeddings Submissions that do not comply with this policy will be rejected without review. To this end, we adopt a double-blind peer review system consisting of. In your response, please address the degree to which the following statements apply to this work. Claims are well supported by theoretical analysis, evidence, argument, and/or experimental results. The growing volume of digital data stimulates the adoption of recommender systems in different socioeconomic domains, including news industries. their submission by the stated deadline will be unable to submit their 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. Michael Kearns,University of Pennsylvania. If you need to cite existing work to justify one of your comments, please be as precise as possible and give a complete citation. respond to initial reviews with a rebuttal. ensuring that submitting to FAccT would not be in violation of the personal and professional concern, but also a perennial focus of FAccT In the case of CS or quantitative SH/Law, the work provides unique data, unique conclusions about existing data, and/or a unique theoretical or experimental approach. 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. proceedings, if they are accepted. Authors are also responsible for Chi - Acm Sigchi What kinds of marginalization are relevant to What Do Acceptance Rates Really Mean? | CollegeVine Blog Authors can use their preferred tools to record videos. Such content of author rebuttals will be provided when the rebuttal period preliminary title and abstract should be representative of the submitted Your assessment should be based on the quality of the contribution, not its style. Algorithmic systems are being adopted in a growing number of contexts, fueled by big data. (27.9% acceptance rate). 2nd FATREC Workshop: Responsible Recommendation. register for, (virtually) attend, and present the work at the conference practice at the intersection of many disciplines. 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. Chairs to better anticipate the submission load and to make necessary building, analysis, and practical impact alongside psychological, 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. reviewers with the appropriate expertise. For general conference information, see https://facctconference.org/2021/. Contact the Program Co-chairs: program-chairs@facctconference.org. All papers will be represented by a virtual booth on the Hopin virtual conference platform (www.hopin.com). consider dimensions beyond individual decisions, including equity If the There are lots of free options available, here are just a few suggestions: Please try to make your presentation accessible for all. He. 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 Overall Score for each submission should reflect your assessment of the submissions contributions. Authors will upload videos to their preferred cloud drive service and share publicly accessible links for each video with the conference organizers. https://facctconference.org/ GDPR 2016. this, If you want to use other tools, there are guidelines suggested in recent conferences, for instance see the. 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. Papers will be matched to reviewers with appropriate expertise based on these designations and the paper abstract. Using elasticities to derive optimal income tax rates. 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. The submission is clearly written and well organized. welcome scholarship in dialogue with fairness, accountability, and 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. social justice in relation to design of computational systems? Recently, deep anomaly detection methods were shown to achieve superior results particularly in complex data such as images. Submissions that have placeholder titles and abstracts (e.g., We will expand on this below. 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). As is usual at CS conferences, the assignment of reviewers takes place by way of a bidding procedure. Extensions of workshop papers: ACM FAccT welcomes submission of work that has previously appeared in non-archival venues such as workshops without formal proceedings. appendices) with their submission, but reviewers will not be required to 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 Track Chair as early as possible in the process. 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. Archival and Non-archival Submissions. The purpose of the shorter video is to increase engagement in your work. ACM FAccT 2022 [Distinguished Paper Award] (acceptance rate: 25%) D. Fu, L. Fang, R. Maciejewski, V. Tovik, and J. You can read more on any of the above points here. Your video must have *embedded* captions (see next section). 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. beneficence (maximizing the benefits to an individual or to society When consequential decisions are informed by algorithmic input, individuals may feel compelled to alter their behavior in order to gain a system's approval. On submission, authors may be Though familiar at first blush, it lacks a single precise meaning. 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. They should be respected and taken into account, but their comments should not be confused with the peer review. 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. ACM FAccT Conference to explore latest research on fairness and ethics Conference-length (8-10 pages) versions of papers that are Authors will be able to make changes to their titles Paper submission: 6 Feburary 2023 11:59pm Anywhere on Earth. CFP - easychair.org All accepted papers will also be presented in a proceedings session with live Q&A. 2018. Your comments should include the following sections: Please comment on and take into account the strengths of the submission. 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. pages (including all figures and tables), plus unlimited pages for from submissions, and avoid obvious identifying statements. Targeted advertising is meant to improve the efficiency of matching advertisers to their customers. General Data Protection Regulation. Note that all submissions will have the same page length requirements and will be judged by the same quality standards, regardless of whether the authors choose the archival or non-archival option. effort by your area selections and the abstract of your paper. Ask yourself, Do the other reviewers' comments make sense?" anonymous review process. Papers got accepted to ACM CCS, IEEE ICC, IEEE CNS, IEEE Milcom, and. authors will be examined by PC Chairs on a case-by-case basis. Important Dates. For example, if College A has 100,000 applicants and accepts 5,000 students, their acceptance rate is 5%. Zaid Khan 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). 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. 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. 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. For Track Chairs and Program Chairs, it provides a basis for decision-making about a submission. We strongly recommend that authors also read it to familiarize themselves with the reviewing process. These include: respect for privacy, secure the ethics of the work in a submission, the PC will consider the ethical Lilly Irani, University of California, San Diego, Sampath Kannan, University of Pennsylvania. 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. Review content serves two purposes. 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.
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