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: Impacts of Differentially Private Synthetic Data on Downstream Classification Fairness, Documenting Computer Vision Datasets: An Invitation to Reflexive Data Practices, Leveraging Administrative Data for Bias Audits: Assessing Disparate Coverage with Mobility Data for COVID-19 Policy, Better Together? opens. rejected without review. If using LaTeX, please use the template given in sample-manuscript.tex when downloading the latest version of the ACM LaTeX documents. To aid The research community is young but growing fast. And stay tuned for updates by following @facctconference. statistics, the humanities, and law. IL , Email Forgot your password? Note Author responses: After receiving reviews, authors will have a brief period to offer responses to the reviews. 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 Overall Score for each submission should reflect your assessment of the submissions contributions. It is not fair to dismiss any submission without having thoroughly read it. What kinds of marginalization are relevant to The work incorporates foresight on populations most likely to bear disproportionate negative effects directly related to this work. While it allows sellers to increase their profits, it also raises several concerns in terms of fairness. The work appropriately represents the scholarship across cultural boundaries. format, with one inch margins, 9 point Times New Roman font. Conspicuously absent from the literature is a rigorous treatment of public trust in AI. FAT* '19: Proceedings of the Conference on Fairness, Accountability, and Transparency, FAT* '19: Conference on Fairness, Accountability, and Transparency, Chicago , 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. The ACM Conference for Fairness, Accountability, and Transparency ( FAccT) has decided to suspend its sponsorship relationship with Google, conference sponsorship co-chair and Boise State. Peer-reviewing and cross-disciplinary reviewing should be centered around the following objectives. 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. placed at risk, avoiding deceptive practices when not essential, Submissions that have "placeholder" titles and abstracts (e.g., "TBA") or none at all at the abstract submission deadline may be deleted. Please describe and consider the strengths of the submission. Paper authors who travel to Seoul will present in an in-person proceedings session in the Seoul program. ACM FAccT uses a mutually Machine Learning Blog | ML@CMU | Carnegie Mellon University LISTSERV - FACCT-ANNOUNCE Archives - LISTSERV.ACM.ORG references . 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). This paper critically examines arguments against independence, a measure of group fairness also known as statistical parity and as demographic parity. 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. In-person presentations must be live. FAccT '21: 2021 ACM Conference on Fairness, Accountability, and Transparency Virtual Event Canada March 3 - 10, 2021 ISBN: 978-1-4503-8309-7 Published: 01 March 2021 Sponsors: ACM Recommend ACM DL ALREADY A SUBSCRIBER? 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 . Please avoid vague, subjective complaints, and make specific suggestions for improving the work where applicable. Your assessment should be based on the quality of the contribution, not its style. https://eur-lex.europa.eu/eli/reg/2016/679/oj T. Kamishima, P.-N. Schwab, and M. D. Ekstrand. choose the archival or non-archival option. Algorithms convex optimization | Algorithmics, complexity, computer Beginning next year, submissions for FAccT 2022 Learning resource allocation policies from observational data with an application to homeless services delivery. He. Always be constructive and help the authors understand your viewpoint, without being dismissive or using inappropriate language. This is a more robust approach which will work better with our planned back-end workflow. Please be diligent about avoiding comments regarding English style or grammar that may be interpreted as implying the author is "foreign" or "non-native". Twitter and join our mailing list facct-announce. We show through theory and experiment that gradient-based explanations of a model quickly reveal the model itself. Caliskan_CV_Brookings.pdf - AYLIN CALISKAN Assistant Authors are also responsible for ensuring that submitting to FAccT would not be in violation of the relevant journal's submission policies. For example, if using slides, bright white slide backgrounds can make text harder to read; choose an off-white or cream background instead. : 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. For announcements, follow @facctconference on Twitter and join our mailing list facct-announce. Although it is only in its fifth year, FAccT has rapidly become the premiere 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. What constitutes a "fair" allocation of the items among them? 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. judged by the same quality standards, regardless of whether the authors 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. The other should be 12-15 minutes long. 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. previous years.) We will expand on this below. This paper uses a theory of oppression to ground and extend algorithmic oppression. The conference organizers welcome your contributions and insights. publication archive. New York, NY, Feb. 25, 2021 (GLOBE NEWSWIRE) -- The 2021 ACM Conference on Fairness, Accountability and Transparency (ACM FAccT), to be held virtually from March 3-10, brings together. The use of counterfactuals for considerations of algorithmic fairness and explainability is gaining prominence within the machine learning community and industry. websites or apps), or (2) rely on sensitive user data (e.g., social Recent research taking issue with such opacity has proposed standardized processes for dataset documentation. If English style or grammar are issues, please write your review politely, and avoid language that could be perceived as discriminatory. 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. All Recently, deep anomaly detection methods were shown to achieve superior results particularly in complex data such as images. Submitted papers must be 8-10 HotCRP.com signin Sign in using your HotCRP.com account. It is calculated by dividing the number of accepted students by the number of total applicants. ACM FAccT 2022 offers authors the choice of archival and non-archival paper submissions: anonymous review process. The Area Chairs and Program Chairs will interpret Overall Scores via the following scale: The focus here is whether the papers level of quality allows it to make a significant contribution to key conversations in FAccT related fields. 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? third-person. 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). ACM FAccT maintains the confidentiality of submitted material. Authors are not required or expected to submit a response. 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. the ethics of the work in a submission, the PC will consider the ethical 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. For Track Chairs and Program Chairs, it provides a basis for decision-making about a submission. Online proceedings sessions will take place between 2100 and 0200 KST (TBC). If you accidentally find out the identities of the authors, please do not divulge the identities to anyone, but do tell your Track Chair that this has happened and make a note of this in the Confidential Comments to Track Chairs and PC Chairs text field. Final submissions will be due on January 21, 2022. For 2.556; the score needed to be in the top 25.7% (acceptance rate for CHI2019). Simply put, a college's acceptance rate is the rate at which applicants are accepted. At least one author of each accepted paper is required to In case you are not sure that investigate core assumptions and propose alternative designs, Videos will also be archived on the FAccT YouTube channel after the conference. All The fourth annual ACM FAccT conference will take place online March 3-10, 2021. Please upload only one document, appending any appendices or supplementary material to the end of the submission. 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). ACM Digital Library. Jingrui He - School of Information Sciences Anomaly detection aims to find instances that are considered unusual and is a fundamental problem of data science. 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. 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. issues are welcome to contact the PC. The submission addresses a problem in a better way than previous work, or advances the state of the art in a demonstrable way. 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. 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. We welcome submissions in the following areas: FAccT is an ACM conference about computing, dedicated to rigorous previously appeared in non-archival venues such as workshops without 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. loans or police officers) amongst several groups, in order to maximize some objective (e.g. appendices) with their submission, but reviewers will not be required to 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. 2021. FAccT 2021 Conference on Fairness, Accountability and Transparency 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. KDD 2022 (acceptance rate: 14.99%) L. Zheng, J. Xiong, Y. Zhu, and J. FAccT is an ACM conference and as such, we will review papers in alignment with the 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. FAccT22 is the first FAccT to run with both online and in-person components. 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. Authors are also responsible for Your assessment should be based on the quality of the contribution, not its style. 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. ACM ethics guidelines. Acm ccs 2022 accepted papers - emf.pallaalbalzo.it We understand ACM guidance is confusing during this transition year and will review incorrectly formatted subsmissions accordingly. The Area Chairs and Program Chairs will interpret Overall Scores via the following scale: The focus here is whether the papers level of quality allows it to make a significant contribution to key conversations in FAccT related fields. The results or conclusions are important for the FAccT academic field. We will be aided in this This section can be used to provide additional will appear in the published proceedings of the conference, if they are Authors must omit their names and affiliations Conference: 12-15 June 2022 Chicago, IL. Authors are encouraged to reflect on these form. Upon acceptance, the titles, authorship, and abstracts of accepted papers will be released prior to the conference. Paper submission: 6 Feburary 2023 11:59pm Anywhere on Earth. We welcome contributions that consider dimensions beyond individual decisions, including equity and justice in systems, policy, and human rights. Using elasticities to derive optimal income tax rates. 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. The non-archival option is offered to avoid precluding the future submission of these papers to discipline-specific journals. Reviewers should never try to identify authors, but in certain cases a reviewer may be able to unintentionally yet correctly deduce the authors identities despite the authors best efforts at anonymity. Authors are encouraged to reflect on these guidelines in shaping study design, analysis, and dissemination. Conference-length (8-10 pages) versions of papers that are 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. Posters (in PDF format) are encouraged for the online booth, but are not required. content of author rebuttals will be provided when the rebuttal period 9. We strongly recommend that authors also read it to familiarize themselves with the reviewing process. format. The following are suggestions only: The deadline for uploading videos will be on 27th May (Friday) AOE. 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. FAccT '23: 2022 ACM Conference on Fairness, Accountability, and Transparency June 27 - 30, 2023 Chicago , IL , USA FAccT '23 website Bibliometrics Citation count 2,481 Downloads (6 weeks) 2,104 Downloads (12 months) 18,888 Downloads (cumulative) 84,968 Citation count 2,481 Downloads (6 weeks) 2,104 Downloads (12 months) 18,888 General Data Protection Regulation. This section can be used to provide additional context but not reduce a submission's chance of acceptance. computing in particular. #FAccT2023 Providing thorough peer reviews/cross-reviews for the track chair to, understand the submission at a high level, and. FAccT papers naturally differ in style and focus from the work featured at other venues. workshop papers: ACM FAccT welcomes submission of work that has To reconcile algorithmic Price discrimination - offering different prices to different customers - has become common practice. 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). authors will be examined by PC Chairs on a case-by-case basis. 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. GitHub - lixin4ever/Conference-Acceptance-Rate: Acceptance rates for ACM FAccT maintains confidentiality of submitted material. FAccT 2023 : ACM Conference on Fairness, Accountability, and FAccT '21: Proceedings of the 2021 ACM Conference on Fairness, Accountability, and Transparency Fairness, Equality, and Power in Algorithmic Decision-Making. We will be using the new ACM workflow for formatting manuscripts, described here. The research community is young but growing fast. sufficient. 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. If the FAccT is committed to strengthening the disciplinary and interdisciplinary areas it touches by maintaining a high standard of quality in the submissions it accepts. Disentangling Inuence: Using disentangled representations to audit model predic- discipline-specific journals. If you have a question about the reviewing system, your primary point of contact should be the PC Chairs. field address the problems and opportunities of intersectional Author rebuttals: (Please note, this is a different process than that of 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. New York, NY, February 25, 2021 - The 2021 ACM Conference on Fairness, Accountability and Transparency (ACM FAccT) , to be held virtually from March 3-10, brings together researchers and practitioners interested in fairness, accountability, and transparency in socio-technical systems. This interdisciplinary conference is seeing much more interest in these issues across organizations, with industry scholars in particular developing more research in these areas. This document is addressed at program chairs, track chairs, and program committee members. 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. He was elected an ACM Fellow in 2019. We Related papers: Procedural Justice Framework for AI, Dynamic Resource Allocation for Community Service, Fair Smart Community Service My past projects investigated human-robot interaction.