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. Recently, deep anomaly detection methods were shown to achieve superior results particularly in complex data such as images. Authors of all accepted papers must proceedings, if the previously published version does not exceed 4 pages Classification models are often used to make decisions that affect humans: whether to approve a loan application, extend a job offer, or provide insurance. Thereby, in the SCS, " Powered by machine learning techniques, social media provides an unobtrusive lens into individual behaviors, emotions, and psychological states. their paper is archival or non-archival. social justice in relation to design of computational systems? study and development of computing as a field of knowledge and Models of agent responsiveness, termed "strategic manipulation," analyze the interaction between We use cookies to ensure that we give you the best experience on our website. When appropriate, authors are encouraged to include a subsection describing these issues. Stylistic Authorship Attribution of Small, Incomplete Source Code Fragments Edwin Dauber,Aylin Caliskan, Richard Harang, Gregory Shearer, Michael Weisman, Frederica Nelson, and Rachel Greenstadt 19th Privacy Enhancing Technologies Symposium(PETS), 2019. Learning resource allocation policies from observational data with an application to homeless services delivery. usability and accessibility as well as support the longevity of ACM will appear in the published proceedings of the conference, if they are It is calculated by dividing the number of accepted students by the number of total applicants. the concerns of ACM FAccT? ACM conference and as such, we will review papers in alignment with the It requires various forms of discretionary work to translate high-level objectives or strategic goals into tractable problems, necessitating, among other things, the identification Quantitative definitions of what is unfair and what is fair have been introduced in multiple disciplines for well over 50 years, including in education, hiring, and machine learning. The research community is young but growing fast. submission. In keeping with our roots in computing, we appreciate both systems Design slides taking into account people with Dyslexia (see e.g. ACM FAccT 2021 is using the submission site facct2021.hotcrp.com. 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. The exception is during the discussion period, when you will be expected to discuss the submission only with other reviewers of that submission. previously appeared in non-archival venues such as workshops without 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. preliminary title and abstract should be representative of the submitted There is one key exception. paper is accepted, authors will have to reformat their paper in the ACM Lilly Irani, University of California, San Diego, Sampath Kannan, University of Pennsylvania. IL , For You should rename your videos as YOUR_PAPERID-SHORT.mp4 and YOUR_PAPERID-LONG.mp4, for example 1234-SHORT.mp4 and 1234-LONG.mp4. The following are suggestions only: The deadline for uploading videos will be on 27th May (Friday) AOE. 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. 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. Accountability, and Transparency (FAccT), 2020. decisions are made. The work situates itself in the context of related work. register for, (virtually) attend, and present the work at the conference With great power comes great responsibility! issues are welcome to contact the PC. Anomaly detection aims to find instances that are considered unusual and is a fundamental problem of data science. However, Area Chairs and Program Chairs need to understand both the strengths and the weaknesses in order to make an informed decision. #FAccT2023 2nd FATREC Workshop: Responsible Recommendation. When discussing a submission, try to remember that different people have different backgrounds and different points of view. Authors must omit their names and affiliations 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. Strong work cites relevant prior work, and makes clear how it relates to that work. The claims/arguments are explored in sufficient depth. 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. 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. Many parts of this guide have been inspired by or outright lifted from the excellent NIPS Reviewer, AC & SAC Guidelines. 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. Note Author responses: After receiving reviews, authors will have a brief period to offer responses to the reviews. 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. Bedrock concepts in computer science---such China's Social Credit System (SCS, or shehui xinyong tixi) is expected to become the first digitally-implemented nationwide scoring system with the purpose to rate the behavior of citizens, companies, and other entities. option for the FAccT submission. We will be aided in this Recently, social media sites like Facebook and Twitter have been severely criticized by policy makers, and media watchdog groups for allowing fake news stories to spread unchecked on their platforms. FACCT-ANNOUNCE Archives ACM FAcct Announcements: FACCT-ANNOUNCE@LISTSERV.ACM.ORG: LISTSERV Archives: FACCT-ANNOUNCE Home: Log In: Register: Subscribe or Unsubscribe: Search Archives: Options: Use Forum View Use Monospaced Font Show Text Part by Default Show All Mail Headers: Message: We recommend using 16:9 Aspect Ratio, and minimum 1080p resolution. network information), must follow basic precepts of ethical research and It is useful for the Track Chairs and Program Chairs if you include a list of arguments for and against acceptance. For instance, citations to the authors' own prior work should be made in the third-person. Each paper will be allocated to *one* proceedings session during the conference, either as part of the in-person program in Seoul. The ACM CHI Conference, 'CHI2021', Online Virtual Conference. Online presentations may be either live or pre-recorded. adjustments to the program committee. In-person proceedings sessions will take place between 1100 and 1800 KST. Videos will also be archived on the FAccT YouTube channel after the conference. respond to initial reviews with a rebuttal. To receive news about ACM FAccT, follow @facctconference on ACM Conference on Fairness, Accountability, and Transparency 2022 (ACM FAccT 2023) Call For Papers. Feb 22, 2021: Our paper "One Label, One Billion Faces . 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. The conference organizers welcome your contributions and insights. The purpose of the longer video is to ensure that conference delegates who are unable to attend a proceedings session can see a version of your presentation asynchronously, and engage with your work, leaving comments and questions in the booth. 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). 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. Conference: 12-15 June 2022 Chicago, IL. 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 will be able to make changes to their titles and abstracts up until the full paper submission deadline, however the preliminary title and abstract should be representative of the submitted work. ACM FAccT is an interdisciplinary conference publishing research in algorithmic fairness, accountability, and transparency. FAccT: Fairness, Accountability, and Transparency. conference, ACM FAccT requires a broad as well as deep set of expertise It builds on the success of the 2020 conference held in Barelona, and is the first conference under the new name! He. Keep in mind that reviewers are not obligated to read the appendix or supplementary materials. What kinds of marginalization are relevant to Each paper will be reviewed by two or more members of the program committee. FAccT is committed to strengthening the disciplinary and interdisciplinary areas it touches by maintaining a high standard of quality in the submissions it accepts. consider dimensions beyond individual decisions, including equity Authors are not required or expected to submit a response. If using LaTeX, please use the template given in sample-manuscript.tex when downloading the latest version of the ACM LaTeX documents. You should not let the authors identities influence your decision in any way. The growing volume of digital data stimulates the adoption of recommender systems in different socioeconomic domains, including news industries. 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. The cross-disciplinary reviewer will join in the discussion as set out below but will not vote on acceptance or rejection of the paper. their submission by the stated deadline will be unable to submit their Authors will upload videos to their preferred cloud drive service and share publicly accessible links for each video with the conference organizers. 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. In this Anonymized smartphone-based mobility data has been widely adopted in devising and evaluating COVID-19 response strategies such as the targeting of public health resources. 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. For LaTeX 2018. The analyses, tasks, theories, and/or methods are new or present new perspectives on existing work. Submitted papers must be 8-10 Try not be that reviewer! We especially welcome contributions that There are three main exceptions to this rule: Please contact program-chairs@facctconference.org for any Our research community is multidisciplinary in its make-up and orientation. (27.9% acceptance rate). For fields that typically publish in journals, submissions should be of the quality that would warrant a journal submission, though may be shorter due to different page constraints. Those who do not pre-register Many powerful computing technologies rely on implicit and explicit data contributions from the public. 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. Our assessments, publications and research spread knowledge, spark enquiry and aid understanding around the world. loans or police officers) amongst several groups, in order to maximize some objective (e.g. In your response, Please address the degree to which the following statements apply to this 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. submissions violate our dual submission policy and will be removed from 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). Consequential decision-making typically incentivizes individuals to behave strategically, tailoring their behavior to the specifics of the decision rule. 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. Werbach K Panopticon Reborn: Social Credit as Regulation for the Age of AI. ACM Conference on Fairness, Accountability, and Transparency (ACM FAccT). Switching from archival to non-archival Although it is only in its fifth year, FAccT has rapidly become the premiere venue for leading-edge research in the fairness, accountability, and transparency of socio-technical systems. Targeted advertising is meant to improve the efficiency of matching advertisers to their customers. statistics, the humanities, and law. while minimizing harm to the individual), risk mitigation, and post-hoc 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. published short papers or abstracts, even if they appeared in formal In this light, we especially welcome attention to Optionally, authors can upload supplementary materials (e.g., To this end, we adopt a double-blind peer review system consisting of. Aida Rahmattalabi, Phebe Vayanos, Kathryn Dullerud, and Eric Rice. 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. social, and institutional analyses. 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. Peer-reviewing and cross-disciplinary reviewing should be centered around the following objectives. . Michael Kearns,University of Pennsylvania. present their work at the FAccT 2021 conference, regardless of whether 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. Final submissions will be due on January 21, 2022. Submissions that have "placeholder" titles and abstracts (e.g., "TBA") or none at all at the abstract submission deadline may be deleted. practices, and policies. 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. Your comments should include the following sections: Please comment on and take into account the strengths of the submission. compare the submission to other submissions. concerns in paper reviews, authors will have an opportunity to the same reviewing rubric as all papers. 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). 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. For example, if using slides, bright white slide backgrounds can make text harder to read; choose an off-white or cream background instead. FAccT: Fairness, Accountability, and Transparency. May 8-13, 2021 Yokohama, Japan May 8-13, 2021 Online Virtual Conference . (Acceptance rate: 16%) 11. Bidding. Please note that in contrast to 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. proceedings, if they are accepted. format. beneficence (maximizing the benefits to an individual or to society ACM Journal of Experimental Algorithmics, 24.1 (2019): 1-10. . These include: respect for privacy, secure 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. maintained. other forms of injustice, in society generally and within the field of avoid precluding the future submission of these papers to This typically corresponds to about 7,500 words for the main content. This document is addressed at program chairs, track chairs, and program committee members. What constitutes a "fair" allocation of the items among them? Submissions that do not comply with this policy will be ACM ethics guidelines. proceedings. 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 scores generated by We mathematically compare four competing definitions of group-level nondiscrimination: demographic parity, equalized odds, predictive parity, and calibration. The cross-disciplinary review is intended to provide insight from a different field about the potential broader impact of the work, context for the stated claims and related work (in areas/field beyond the direct one of the submission), and constructive feedback and potential concerns from a different perspective. 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. statistics, law, social sciences, the humanities, and education. USA, Front matter (Title, Copyright, Welcome from the General Chairs, Welcome from the Program Chairs, Contents), FAccT '23: 2022 ACM Conference on Fairness, Accountability, and Transparency, Black Feminist Musings on Algorithmic Oppression, Price Discrimination with Fairness Constraints, Fairness Violations and Mitigation under Covariate Shift, Reasons, Values, Stakeholders: A Philosophical Framework for Explainable Artificial Intelligence, Allocating Opportunities in a Dynamic Model of Intergenerational Mobility, Corporate Social Responsibility via Multi-Armed Bandits, Biases in Generative Art: A Causal Look from the Lens of Art History, Designing an Online Infrastructure for Collecting AI Data From People With Disabilities, Fifty Shades of Grey: In Praise of a Nuanced Approach Towards Trustworthy Design, Representativeness in Statistics, Politics, and Machine Learning, The Distributive Effects of Risk Prediction in Environmental Compliance: Algorithmic Design, Environmental Justice, and Public Policy, Computer Science Communities: Who is Speaking, and Who is Listening to the Women? Providing thorough peer reviews/cross-reviews for the authors to. Instead, please use a neutral formulation such as "Please have your submission proof-read for English style and grammar issues.". Association tion, pages 208-213, Barcelona (online). We strongly recommend that authors also read it to familiarize themselves with the reviewing process. Author rebuttals: (Please note, this is a different process than that of Authors are not required or expected to submit a response. 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. Google Scholar Cross Ref; 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. Algorithmic oppression is then situated through a Black feminist lens part of which entails highlighting the double bind of technology. The conference brings together researchers and practitioners interested in fairness, It builds on the success of the 2020 conference held in Barelona, and is the first conference under the new name! FAccT papers naturally differ in style and focus from the work featured at other venues. Area Chairs should return their meta-reviews by April 5 11:59 pm AoE. learnings from this optional experiment to guide FAccT conference work 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. 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. The results or conclusions are important for the FAccT academic field. Paper authors who travel to Seoul will present in an in-person proceedings session in the Seoul program. Best can be defined in a variety of ways, including quality, clarity, originality, interdisciplinarity and significance. As a multi-disciplinary peer-reviewed (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. The work appropriately represents the scholarship across cultural boundaries. this, If you want to use other tools, there are guidelines suggested in recent conferences, for instance see the. For accessibility related concerns, contact inclusion@facctconference.org. Although it is only in its fifth year, FAccT has rapidly become the premiere Papers that are neither in ACM format nor follow the simplified formatting rules, or papers exceeding the specified page length, may be rejected without review. workshop papers: ACM FAccT welcomes submission of work that has U.S. policy starts showing an interest in AI At least one author of each accepted paper is required to

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