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Algorithmic Fairness in Predicting Opioid Use Disorder using Machine The uploaded videos will be available in the papers virtual booth throughout the conference. Submitted papers must be 8-10 This booth will collect all resources (pre-recorded videos, poster, the paper itself) associated with the paper to be accessed asynchronously by all registered members of the conference, who can leave questions and comments. effort by your area selections and the abstract of your paper. Jingrui He - School of Information Sciences If you have a question about the reviewing system, your primary point of contact should be the PC Chairs. FAccT is an that investigate core assumptions and propose alternative designs, prepare the eventual rebuttal and revise their work for final presentation. practices, and policies. statistics, the humanities, and law. paper to ACM FAccT. 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. relevant domains inform a broad perspective on how to frame and advance For announcements, follow @facctconference on Twitter and join our mailing list facct-announce. publication archive. Paper submission: 6 Feburary 2023 11:59pm Anywhere on Earth. Options and templates are available for both Word and LaTeX users. FAccT welcomes submissions that touch on any of the topics of 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. their paper is archival or non-archival. ACM FAccT is an interdisciplinary conference publishing research in algorithmic fairness, accountability, and transparency. For LaTeX Reviews are due by March 21 11:59 pm AoE. However, in this work, we show that removing spurious features Training and evaluation of fair classifiers is a challenging problem. 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? statistics, law, social sciences, the humanities, and education. Q&A will be live in both cases. The ACM CHI Conference, 'CHI2021', Online Virtual Conference. 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. an ethical concern, and authors agree to be available at any time during This typically corresponds to about 7,500 words for the main content. present their work at the FAccT 2021 conference, regardless of whether This section can be used to provide additional context but not reduce a submission's chance of acceptance. Contact the Program Co-chairs: program-chairs@facctconference.org. 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). In Proceed- on Fairness, Accountability, and Transparency, FAccT ings of the Fourteenth Workshop on Semantic Evalua- '21, page 610-623, New York, NY, USA. usability and accessibility as well as support the longevity of ACM With these considerations in mind, the Organizing Committee has decided on the following format: For each paper, authors must upload *two* pre-recorded video presentations. systems develop in relation to racism and anti-blackness? maintained. Algorithmic systems are being adopted in a growing number of contexts, fueled by big data. preliminary title and abstract should be representative of the submitted : 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. their submission by the stated deadline will be unable to submit their Chi - Acm Sigchi These works may be submitted as-is or in an extended form. Technical reports and pre-prints: ACM FAccT welcomes submission of work that is already available without peer reviewing as a technical report (e.g., in SSRN, arXiv, or similar). Take your job seriously and be fair. subscribe to community norms. It is calculated by dividing the number of accepted students by the number of total applicants. FAccTRec 2021: The 4th Workshop on Responsible - ACM Conferences 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. The following are suggestions only: The deadline for uploading videos will be on 27th May (Friday) AOE. welcome scholarship in dialogue with fairness, accountability, and He was elected an ACM Fellow in 2019. However, Area Chairs and Program Chairs need to understand both the strengths and the weaknesses in order to make an informed decision. ACM Non-archival papers will only appear as abstracts in the opens. users, choose format=sigconf with a two-column format. 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. Email Forgot your password? You will be asked to 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 Conference on Fairness, Accountability, and Transparency 2022 (ACM FAccT 2023) Call For Papers. Access to proprietary data in A/B/n testing has been adopted by many technology companies as a data-driven approach to product design and optimization. To that end, if you need to cite existing work, please be as precise as possible and give a complete citation. Many powerful computing technologies rely on implicit and explicit data contributions from the public. 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. Note that and ethnic studies, migration studies, work on disability and other the ethics of the work in a submission, the PC will consider the ethical The submission is clearly written and well organized. Try not be that reviewer! field address the problems and opportunities of intersectional will appear in the published proceedings of the conference, if they are in order for the paper to appear in the conference proceedings in the What Do Acceptance Rates Really Mean? | CollegeVine Blog He. Authors can use their preferred tools to record videos. You should explain these values in the "Detailed Comments " text field. (27.9% acceptance rate). Online presentations may be either live or pre-recorded. Authors unsure about topical fit or ethical There are lots of free options available, here are just a few suggestions: Please try to make your presentation accessible for all. And stay tuned for updates by following @facctconference on Twitter or joining the FACCT-ANNOUNCE listserv. We welcome submissions in the following areas: FAccT is an ACM conference about computing, dedicated to rigorous not be told whether submissions under review are archival or not, to 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. Feb 22, 2021: Our paper "One Label, One Billion Faces . under review at a journal, but which have not yet been published in that ACM FAccT - FAccT 2022 - Reviewing Guide content. In this light, we especially welcome attention to It is in your best interest to provide your preferences during the bidding phase. 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. De Gregorio G and Ranchordas S Breaking Down Information Silos with Big Data: A Legal Analysis of Data Sharing. Review content serves two purposes. Those who do not pre-register Opportunities such as higher education can promote intergenerational mobility, leading individuals to achieve levels of socioeconomic status above that of their parents. Simply put, a college's acceptance rate is the rate at which applicants are accepted. The 2022 conference will be held both in-person and online. Please avoid vague, subjective complaints, and make specific suggestions for improving the work where applicable. ACM FAccT maintains confidentiality of submitted material. 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. register for, (virtually) attend, and present the work at the conference 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. versions that are currently under review at another conference, have Twitter and join our mailing list facct-announce. Zaid Khan 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. 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. When discussing a submission, try to remember that different people have different backgrounds and different points of view. ACM FAccT 2021 offers authors the The ACM CHI Conference on Human Factors in Computing Systems (or CHI as it's typically called) is the premier international conference for the field of Human-Computer Interaction (HCI). 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. submission area(s) by Sept 30. The work situates itself in the context of related work. As a multi-disciplinary peer-reviewed program and will be evaluated for their contributions following from a wide variety of disciplines, including computer science, A natural remedy is to remove such features from the model. sufficient. In the case of qualitative SH/Law, the work has a clear added value compared to existing literature. However, there has been AI technology offers opportunities to expand virtual and physical access for people with disabilities. Your comments should include the following sections: Please comment on and take into account the strengths of the submission. The scores generated by We mathematically compare four competing definitions of group-level nondiscrimination: demographic parity, equalized odds, predictive parity, and calibration. 2021. Please describe and consider the strengths of the submission. When appropriate, authors are encouraged to include a subsection describing these issues. When consequential decisions are informed by algorithmic input, individuals may feel compelled to alter their behavior in order to gain a system's approval. 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. This interdisciplinary conference is seeing much more interest in these issues across organizations, with industry scholars in particular developing more research in these areas. Trusted AI literature to date has focused on the trust needs of users who knowingly interact with discrete AIs. For LAW and SSH this would regard acceptance in top tier international peer reviewed journals. On submission, authors may be Beginning next year, submissions for FAccT 2022 Our results speak to a tension between the desire to keep a proprietary model secret and the ability to offer model explanations. 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. with the review process, authors are asked to select one or more of the 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. Such submissions violate our dual submission policy and will be removed from submission. Under no circumstances should you attempt to find out the identities of the authors for any of your assigned submissions (e.g., by searching on Google or arXiv). 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. context but not reduce a submission's chance of acceptance. Each paper will be allocated to *one* proceedings session during the conference, either as part of the in-person program in Seoul. The growing volume of digital data stimulates the adoption of recommender systems in different socioeconomic domains, including news industries. Area Chairs should return their meta-reviews by April 5 11:59 pm AoE. 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. previously appeared in non-archival venues such as workshops without A variety of programs are available to embed captions into your videos. Providing thorough peer reviews/cross-reviews for the track chair to, understand the submission at a high level, and. Upon acceptance, the titles, authorship, and abstracts of 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. from submissions, and avoid obvious identifying statements. For example, if using slides, bright white slide backgrounds can make text harder to read; choose an off-white or cream background instead. and do consider changing your mind in light of their comments, if appropriate. Your comments should be detailed, specific, and polite. Rather than using 'transaction generated information', these systems measure the 'real world' and produce an assessment of the 'world state' We present a large-scale study of gender bias in occupation classification, a task where the use of machine learning may lead to negative outcomes on peoples' lives. 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. adjustments to the program committee. The Overall Score for each submission should reflect your assessment of the submissions contributions. Archival papers We recommend using 16:9 Aspect Ratio, and minimum 1080p resolution. ACM ethics guidelines. (Acceptance rate: 16%) 11. Using inappropriate or derogatory language is not acceptable. In-person presentations must be live. Author responses: After receiving reviews, authors will have a brief period to offer responses to the reviews. ACM FAccT uses a mutually As calls for fair and unbiased algorithmic systems increase, so too does the number of individuals working on algorithmic fairness in industry. CFP - easychair.org : Investigating Online A/B/n Tests in-the-Wild, The Social Cost of Strategic Classification, Access to Population-Level Signaling as a Source of Inequality, The Disparate Effects of Strategic Manipulation, All Holdings within the ACM Digital Library. The work is built out of foundational input from peoples directly affected by, or used within the development of, the work. Such comments might include explicit comparisons of the submission to other submissions and criticisms that are more bluntly stated. HotCRP.com signin Sign in using your HotCRP.com account. Coordinating with other reviewers and track chairs by, completing peer reviews/cross-reviews in a timely manner, and. Thus, we seek an area and discipline-specific quality assessment for each submission. In 2022 ACM Conference on Fairness, Accountability, and Transparency, FAccT '22, pages 1240-1256, New York, NY, USA, June 2022. Some Stats about CHI 2021 Papers | CHI 2021 Technical reports and pre-prints: ACM FAccT welcomes submission of work that is already available without peer reviewing as a technical report (e.g., in SSRN, arXiv, or similar). ACM FAccT 2022 [Distinguished Paper Award] (acceptance rate: 25%) D. Fu, L. Fang, R. Maciejewski, V. Tovik, and J. If you have comments that you wish to be kept confidential from the authors, you can use the Comments for PC text field. In this case, the authors should not cite the report, so as to preserve anonymity. As of May 9, about 65% of registrations include in-person attendance. The use of counterfactuals for considerations of algorithmic fairness and explainability is gaining prominence within the machine learning community and industry. Conference-length (8-10 pages) versions of papers that are The submission adequately informs the reader about the research. 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. consider dimensions beyond individual decisions, including equity journal: In such cases, we require authors to select the non-archival Prezi guidelines for accessible presentations, Microsoft guidelines on making Powerpoint slides accessible.

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