Acceptance rates for the major top-tier AI-related conferences Natural Language Processing and Computational Linguistics Computer Vision and Pattern Recognition Machine Learning and Learning Theory Artificial Intelligence Data Mining and Information Retrieval Speech and Signal Processing Note: [Feb. [Feb. Search Search. 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. Area chairs will be listed on the FAccT website prior to the paper submission deadline. Accountability, and Transparency (FAccT), 2020. Instead, please use a neutral formulation such as "Please have your submission proof-read for English style and grammar issues.". ACM FAccT maintains confidentiality of submitted material. The ACM CHI Conference, 'CHI2021', Online Virtual Conference. He. Author rebuttals: (Please note, this is a different process than that of Authors are also responsible for ensuring that submitting to FAccT would not be in violation of the relevant journal's submission policies. Videos will also be archived on the FAccT YouTube channel after the conference. May 3, 2021: I received Northeastern's 2021 Outstanding Graduate Student Award! Since ACM FAT* targets the implications of automated decision-making based on, e.g., machine learning, the cross-disciplinary reviews are pivotal. 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. content. context but not reduce a submission's chance of acceptance. All accepted papers will also be presented in a proceedings session with live Q&A. Algorithmic systems are being adopted in a growing number of contexts, fueled by big data. 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. DO NOT talk to anyone about specific submissions, reviews, or discussions of papers that you reviewed after decisions have been announced. Abstract submission: 30 January 2023 11:59pm Anywhere on Earth. The ACM Digital Library is published by the Association for Computing Machinery. ACM FAccT maintains confidentiality of submitted material. (27.9% acceptance rate). ACM FAccT 2022 offers authors the choice of archival and non-archival paper submissions: towards more ethical computing scholarship in future years. KDD 2022 (acceptance rate: 14.99%) L. Zheng, J. Xiong, Y. Zhu, and J. 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 In such applications, individuals should have the ability to change the decision of the model. choice of archival and non-archival paper submissions: The non-archival option is offered to 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. Using inappropriate or derogatory language is not acceptable. He. Online presentations may be either live or pre-recorded. published short papers or abstracts, even if they appeared in formal pages (including all figures and tables), plus unlimited pages for The program and area In-person proceedings sessions will take place between 1100 and 1800 KST. : 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. Design slides taking into account people with Dyslexia (see e.g. Although it is only in its fifth year, FAccT has rapidly become the premiere 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. 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 . avoid precluding the future submission of these papers to chairs for clarification. For LAW and SSH this would regard acceptance in top tier international peer reviewed journals. New York, NY, June 15, 2022 - 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. instance, citations to the authors' own prior work should be made in the 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. Archival vs. Non-archival Submissions ACM FAccT 2023 offers authors the choice of archival and non-archival paper submissions: If you need to cite existing work to justify one of your comments, please be as precise as possible and give a complete citation. 9. 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. 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. disclosure of audits. which area your submission fits under, feel free to contact the Program ACM Conference on Fairness, Accountability, and Transparency 2022 (ACM FAccT 2023) Call For Papers. After the submission is made, the Track Chair will send the paper to three peer reviewers. 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. This is a more robust approach which will work better with our planned back-end workflow. One should be 3-4 minutes long. Feb 22, 2021: Our paper "One Label, One Billion Faces . 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. The work is a novel combination of well-known research. Learning resource allocation policies from observational data with an application to homeless services delivery. avoid influencing their evaluations. For questions regarding registration, contact acm.facct2022@gmail.com. format, with one inch margins, 9 point Times New Roman font. 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). 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. Michael Kearns,University of Pennsylvania. Authors unsure about topical fit or ethical This means that you provide your preferences (a.o. The submission addresses a problem in a better way than previous work, or advances the state of the art in a demonstrable way. Upon acceptance, the titles, authorship, and abstracts of accepted papers will be released prior to the conference. third-person. Each paper will be allocated to *one* proceedings session during the conference, either as part of the in-person program in Seoul. What kinds of marginalization are relevant to paper to ACM FAccT. 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 authors are careful and transparent about evaluating both the strengths and weaknesses of their work. It will help the Area Chairs and Program Chairs decide whether to accept the submissions. This years conference formatting rules, or papers exceeding the specified page length, may be In Proceedings of the 2021 ACM Conference vised lexical semantic change detection. There is one key exception. 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. Authors are required to pre-register their papers through the submission Bidding. option for the FAccT submission. Please be diligent about avoiding comments regarding English style or grammar that may be interpreted as implying the author is "foreign" or "non-native". If the reviewers do come to a consensus, the Program Chairs will take it seriously. 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. ACM FAccT 2021 offers authors the under review at a journal, but which have not yet been published in that Reviewer consensus is valuable, but it is not mandatory. For example, if College A has 100,000 applicants and accepts 5,000 students, their acceptance rate is 5%. Area chairs will oversee the reviewing process. Paper submission: 6 Feburary 2023 11:59pm Anywhere on Earth. There is one key exception. All 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. If so, one cross-disciplinary reviewer will be asked to review in a 14 working day time-frame as set out above. Keep in mind that reviewers are not obligated to read the appendix or supplementary materials. Such This also provides transparency and guidance to authors interested in improving their work for the ACM FAT* audience. And stay tuned for updates by following @facctconference on Twitter or joining the FACCT-ANNOUNCE listserv. 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. The previous two conferences had acceptance rates of 25% and attracted attendees from across academia, industry and public policy. We will expand on this below. In industrial computer vision, discretionary decisions surrounding the production of image training data remain widely undocumented. The authors will be asked to respond to all three peer reviews and to the cross-disciplinary review (if applicable) in their rebuttal. Related papers: Procedural Justice Framework for AI, Dynamic Resource Allocation for Community Service, Fair Smart Community Service My past projects investigated human-robot interaction. Algorithmic oppression is then situated through a Black feminist lens part of which entails highlighting the double bind of technology. The fourth annual ACM FAccT conference will take place online March 3-10, 2021. Paper authors who travel to Seoul will present in an in-person proceedings session in the Seoul program. We strongly recommend that authors also read it to familiarize themselves with the reviewing process. A natural remedy is to remove such features from the model. Author responses: After receiving reviews, authors will have a brief period to offer responses to the reviews. chairs will make every effort to ensure that papers are reviewed by Evaluation criteria will be the usual scholarly criteria of the chosen area(s) of the paper, including: Area chairs will oversee the reviewing process for papers within their area. 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. We especially welcome contributions that 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). In case you are not sure These works may be submitted as-is or in an extended form. Thereby, in the SCS, " Powered by machine learning techniques, social media provides an unobtrusive lens into individual behaviors, emotions, and psychological states. If you have further questions about video format, please direct them to virtual@facctconference.org. 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). 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. Using elasticities to derive optimal income tax rates. For media inquiries, please contact press@facctconference.org; Contrastive Learning with Complex Heterogeneity. Disentangling Inuence: Using disentangled representations to audit model predic- You should not let the authors identities influence your decision in any way. : 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. Your video must have *embedded* captions (see next section). The research community is young but growing fast. Classification models are often used to make decisions that affect humans: whether to approve a loan application, extend a job offer, or provide insurance. We are concerned with complex data in which variables may take any value from a contiguous range or an additional set of discrete states. As of May 9, about 65% of registrations include in-person attendance. ACM conference and as such, we will review papers in alignment with the However, there has been AI technology offers opportunities to expand virtual and physical access for people with disabilities. Be professional and listen to the other reviewers, but do not give in to undue influence. The third annual ACM FAT* Conference brings together researchers and practitioners interested in fairness, accountability, and transparency in socio-technical systems. 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. from a wide variety of disciplines, including computer science, The Review of Economic Studies, 68(1):205--229, 2001. compare the submission to other submissions. 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. ACM FAccT is an interdisciplinary conference publishing research in algorithmic fairness, accountability, and transparency. social justice in relation to design of computational systems? He was elected an ACM Fellow in 2019. deadlines are at 11:59 PM Anywhere On Earth on the given date. This section can be used to provide additional FAccT '21: Proceedings of the 2021 ACM Conference on Fairness, Accountability, and Transparency March 2021 Pages 272 https://doi.org/10.1145/3442188.3445891 For questions relating to the organization of the conference as a whole, contact general-chairs@facctconference.org. Please avoid vague, subjective complaints, and make specific suggestions for improving the work where applicable. 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. 2018. Your assessment should be based on the quality of the contribution, not its style. The recent adoption of machine learning models in high-risk settings such as medicine has increased demand for developments in privacy and fairness. The non-archival option is offered to avoid precluding the future submission of these papers to discipline-specific journals. FAccT: Fairness, Accountability, and Transparency. When appropriate, authors are encouraged to IL , Questions? Authors must omit their names and affiliations 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. To aid and ethnic studies, migration studies, work on disability and other June 12-15, 2023 in Chicago, USA. Important Dates. Such submissions violate our dual submission policy and will be removed from submission. Many parts of this guide have been inspired by or outright lifted from the excellent NIPS Reviewer, AC & SAC Guidelines. 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. papers will be reviewed by experts on the topic, from disciplines as In 2022 ACM Conference on Fairness, Accountability, and Transparency, FAccT '22, pages 1240-1256, New York, NY, USA, June 2022. other forms of injustice, in society generally and within the field of that investigate core assumptions and propose alternative designs, To receive news about ACM FAccT, follow @facctconference on This dichotomy undermines efforts to make algorithmic systems more fair, transparent, and accountable. Non-archival papers will only appear as abstracts in the You may not submit papers that are identical, or substantially similar to versions that are currently under review at another conference, have been previously published, or have been accepted for publication. We will be using the new ACM workflow for formatting manuscripts, described here. ACM FAccT uses a mutually Please describe and consider the strengths of the submission. the review process to rapidly respond to queries from the PC regarding We show through theory and experiment that gradient-based explanations of a model quickly reveal the model itself. 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. building, analysis, and practical impact alongside psychological, The Overall Score for each submission should reflect your assessment of the submissions contributions. FAccT welcomes submissions that touch on any of the topics of submission. systems develop in relation to racism and anti-blackness?
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