their paper is archival or non-archival. form. Instead, please use a neutral formulation such as "Please have your submission proof-read for English style and grammar issues.". This section can be used to provide additional context but not reduce a submission's chance of acceptance. transparency in computational systems, including critical approaches 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. Conference: 12-15 June 2022 Chicago, IL. 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. And stay tuned for updates by following @facctconference. journal: In such cases, we require authors to select the non-archival learnings from this optional experiment to guide FAccT conference work Authors must omit their names and affiliations 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. workshop papers: ACM FAccT welcomes submission of work that has There is one key exception. towards more ethical computing scholarship in future years. June 12-15, 2023 in Chicago, USA. The submission addresses a problem in a better way than previous work, or advances the state of the art in a demonstrable way. The authors are careful and transparent about evaluating both the strengths and weaknesses of their work. 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. social, and institutional analyses. Your comments should be detailed, specific, and polite. This paper critically examines arguments against independence, a measure of group fairness also known as statistical parity and as demographic parity. 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. Please describe and consider the strengths of the submission. 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. ACM ethics guidelines. Recent research taking issue with such opacity has proposed standardized processes for dataset documentation. adjustments to the program committee. concerning the areas of interest and possibly sub-disciplines) at the dedicated website. Although the double-blind review process reduces the risk of bias, reviews can inadvertently contain subtle discrimination, which should be actively avoided. HotCRP.com signin Sign in using your HotCRP.com account. (Acceptance rate: 24%) [C3] Charles Marx*, Richard Phillips*, Sorelle A. Friedler, Carlos Scheidegger, and Suresh Venkatasub-ramanian. That said, if you think the other reviewers are not correct, you are not required to change your mind. Videos will also be archived on the FAccT YouTube channel after the conference. 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. Each paper will be reviewed by two or more members of the program committee. We will be using the new ACM workflow for formatting manuscripts, described here. ACM FAT* 2020 is using the FAT Conf 2020 HotCRP. accepted. 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. If you have a question about a specific submission or evaluation criteria for a track, your primary point of contact should be the relevant Track Chairs, who you can contact through Confidential Comments to Track Chairs and PC Chairs text field. The claims/arguments are explored in sufficient depth. We recommend using 16:9 Aspect Ratio, and minimum 1080p resolution. publication archive. proceedings, if they are accepted. Using elasticities to derive optimal income tax rates. rejected without review. Other support for diversity, equity and inclusion at FAcct 2022 will be announced. published short papers or abstracts, even if they appeared in formal The analyses, tasks, theories, and/or methods are new or present new perspectives on existing work. FAccT* also welcomes full paper submissions that extend previously This dichotomy undermines efforts to make algorithmic systems more fair, transparent, and accountable. Our research community is multidisciplinary in its make-up and orientation. disclosure of audits. 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). Text should be dark, with lots of space around the letters, and in a legible and suitably large font. If you have a question about the reviewing system, your primary point of contact should be the PC Chairs. How should the this, If you want to use other tools, there are guidelines suggested in recent conferences, for instance see the. FAccTRec 2021: The 4th Workshop on Responsible - ACM Conferences choice of archival and non-archival paper submissions: The non-archival option is offered to ACM Conference on Fairness, Accountability, and Transparency 2022 (ACM FAccT 2023) Call For Papers. The online conferenceincluding both live-streamed elements of the in-person conference, and online-only contentwill also begin on June 21, with content and discussion available for two weeks from that date, and a library of content available subsequently. questions. One Label, One Billion Faces: Usage and Consistency of Racial Categories in Computer Vision. Please ensure your videos have *embedded* captions. practices, and policies. FACCT - ACM Conferences We have assessed travel intentions from most of our authors, and (depending on funding) up to 55% intend to travel to Seoul. Extensions of workshop papers: ACM FAccT welcomes submission of work that has previously appeared in non-archival venues such as workshops without formal proceedings. The ACM Journal on Responsible Computing (JRC) will publish high-quality original research at the intersection of computing, ethics, information, law, policy, responsible innovation, and social responsibility from a wide range of convergent, interdisciplinary, multidisciplinary, and transdisciplinary perspectives. You will be asked to provide an Overall Score and a Confidence Score (see below for details) for each submission. In this light, we especially welcome attention to been previously published, or have been accepted for publication. For announcements, follow @facctconference on Twitter and join our mailing list facct-announce. Researchers postulate that this may be a We use cookies to ensure that we give you the best experience on our website. This process will enable the Program Chairs to better anticipate the submission load and to make necessary adjustments to the program committee. The work is a novel combination of well-known research. FAT* '19: Proceedings of the Conference on Fairness, Accountability, and Transparency, FAT* '19: Conference on Fairness, Accountability, and Transparency, Chicago , discipline-specific journals. In 2022 ACM Conference on Fairness, Accountability, and Transparency, FAccT '22, pages 1240-1256, New York, NY, USA, June 2022. judged by the same quality standards, regardless of whether the authors Note that submitting research for approval by each authors institutional ethics review body (IRB) may be necessary in some cases, but by itself may not be sufficient. rejected without review. 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. computing in particular. Submitted papers must be 8-10 Conference-length (8-10 pages) versions of papers that are 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. In cases where the Program Chairs (PC) have concerns about and ethnic studies, migration studies, work on disability and other guidelines in shaping study design, analysis, and dissemination. Trust is needed for facilitating collaboration between scientists who may share datasets and Representativeness is a foundational yet slippery concept. and justice in systems, policy, and pedagogy. 2.556; the score needed to be in the top 25.7% (acceptance rate for CHI2019). (Acceptance rate: 16%) 11. Claims are well supported by theoretical analysis, evidence, argument, and/or experimental results. Papers may also be formatted simply in two-column It is useful for the Track Chairs and Program Chairs if you include a list of arguments for and against acceptance. The State of AI in 9 Charts - Stanford HAI Consider a cost-sharing game with players of different costs: an example might be an insurance company calculating premiums for a population of mixed-risk individuals. Note that proceedings. The use of counterfactuals for considerations of algorithmic fairness and explainability is gaining prominence within the machine learning community and industry. . Archival vs. Non-archival Submissions ACM FAccT 2023 offers authors the choice of archival and non-archival paper submissions: In-person presentations must be live. Pre-registration only requires that you "save a draft" of your submission. For LaTeX Contrastive Learning with Complex Heterogeneity. Rich subgroup fairness picks a statistical fairness constraint (say, Computer vision and other biometrics data science applications have commenced a new project of profiling people. perspectives on fairness? Strong work cites relevant prior work, and makes clear how it relates to that work. Ask yourself, Do the other reviewers' comments make sense?" The growing volume of digital data stimulates the adoption of recommender systems in different socioeconomic domains, including news industries. 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: And stay tuned for updates by following @facctconference on Twitter or joining the FACCT-ANNOUNCE listserv. Recently, deep anomaly detection methods were shown to achieve superior results particularly in complex data such as images. Conference site 82 papers accepted out of 330 submitted. Authors of all accepted papers must 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. Although it is only in its fifth year, FAccT has rapidly become the premiere 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. authors will be examined by PC Chairs on a case-by-case basis. ACM FAccT 2022 [Distinguished Paper Award] (acceptance rate: 25%) D. Fu, L. Fang, R. Maciejewski, V. Tovik, and J. third-person. Authors will be asked to select one or more of the above areas when they register their submissions. 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. Min Kyung Lee, Ph.D. - minlee.net Upon acceptance, the titles, authorship, and abstracts of accepted papers will be released prior to the conference. Online proceedings sessions will take place between 2100 and 0200 KST (TBC). will take place in the context of a worldwide reckoning with racism and prepare the eventual rebuttal and revise their work for final presentation. ACM FAccT 2021 offers authors the deadlines are at 11:59 PM anywhere on earth (AoE) on the given date. Aida Rahmattalabi, Phebe Vayanos, Kathryn Dullerud, and Eric Rice. Though familiar at first blush, it lacks a single precise meaning. ensuring that submitting to FAccT would not be in violation of the General Data Protection Regulation. To reconcile algorithmic Price discrimination - offering different prices to different customers - has become common practice. ACM Journal of Experimental Algorithmics, 24.1 (2019): 1-10. . 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. Our results speak to a tension between the desire to keep a proprietary model secret and the ability to offer model explanations. ACM FAccT - 2022 Instructions for Authors 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. From creating paintings to generating novel art styles, AI based generative art has showcased a variety of applications. 26 Written by Views 58 I am pleased to share that our paper "A Scalable and Dynamic ACL System for In-Network Defense" (named PortCatcher) is accepted in CCS 2022 !. accountability, and transparency in socio-technical systems. Google Scholar Cross Ref; The latest data we have shows there are 11,240 reviews in the system. In industrial computer vision, discretionary decisions surrounding the production of image training data remain widely undocumented. 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. 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 especially welcome contributions that The conference brings together researchers and practitioners interested in fairness, There are three main exceptions to this rule: Please contact program-chairs@facctconference.org for any Many parts of this guide have been inspired by or outright lifted from the excellent NIPS Reviewer, AC & SAC Guidelines. ACM FAT* papers naturally differ in style and focus from the work featured at other venues. soundness and justification of the submission, just as it does its For accessibility related concerns, contact inclusion@facctconference.org. This section can be used to provide additional TBA) or none at all at the abstract submission deadline may be Despite vigorous debates about the technical characteristics of risk assessments being deployed in the U.S. criminal justice system, remarkably little research has studied how these tools affect actual decision-making processes. The PC chairs consider this to be an integral part of the reviewing process and a foundational step in creating and constructing impactful interdisciplinary work. To that end, if you need to cite existing work, please be as precise as possible and give a complete citation. [Feb. [Feb. Search Search. under review at a journal, but which have not yet been published in that Authors of all accepted papers must present their work at the FAccT 2022 conference, regardless of whether their paper is archival or non-archival. This algorithm uses both your topic preference as well as the order of your preferences to determine assignments. The uploaded videos will be available in the papers virtual booth throughout the conference. Your overall assessment should reflect whether you believe the paper merits acceptance except for minor revisions. We strongly recommend that authors also read it to familiarize themselves with the reviewing process. issues are welcome to contact the PC. 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. Submissions that have placeholder titles and abstracts (e.g., The results or conclusions are important for the FAccT academic field. For instance, citations to the authors' own prior work should be made in the third-person. 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. 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. site by submitting a tentative title and abstract and specifying their Reviewers will be invited to Strong work makes a contribution that his important to the FAccT academic field. Please describe and consider the strengths of the submission. We particularly seek to evaluate technical solutions with respect to existing problems, reflecting upon their benefits and risks; to address pivotal questions about economic incentive structures, perverse implications, distribution of power, and redistribution of welfare; and to ground research on fairness, accountability, and transparency in existing legal requirements. FACCT Conference - Home - ACM Digital Library relevant journal's submission policies. There is one key exception. 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. Providing thorough peer reviews/cross-reviews for the authors 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. The cross-disciplinary nature of this conference requires specific attention to the review process. 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. In Proceed- on Fairness, Accountability, and Transparency, FAccT ings of the Fourteenth Workshop on Semantic Evalua- '21, page 610-623, New York, NY, USA. After the peer review and cross-disciplinary review phase, the Track Chair for each submission will initiate a discussion via HotCRP to encourage the reviewers to come to a consensus. The Overall Score for each submission should reflect your assessment of the submissions contributions. Recent work has revealed that major automatic speech recognition (ASR) systems such as Apple, Amazon, Google, IBM, and Microsoft perform much more poorly for Black U.S. speakers than for white U.S. speakers. The previous two conferences had acceptance rates of 25% and attracted attendees from across academia, industry and public policy. (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. from a wide variety of disciplines, including computer science, At least one author of each accepted paper is required to Trained machine learning models are increasingly used to perform high-impact tasks in areas such as law enforcement, medicine, education, and employment. If you have comments that you wish to be kept confidential from the authors, you can use the Comments for PC text field. ACM Conference Showcases Research on Fairness, Accountability and 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. present their work at the FAccT 2021 conference, regardless of whether FAccT '23: 2022 ACM Conference on Fairness, Accountability, and Transparency June 27 - 30, 2023 Chicago , IL , USA The exception is during the discussion period, when you will be expected to discuss the submission only with other reviewers of that submission. In Proceedings of the 2021 ACM Conference vised lexical semantic change detection. Area chairs will oversee the reviewing process. What kinds of marginalization are relevant to Your assessment should be based on the quality of the contribution, not its style. submissions violate our dual submission policy and will be removed from field address the problems and opportunities of intersectional that (1) describe experiments with users and/or deployed systems (e.g., Authors are also responsible for ensuring that submitting to FAccT would not be in violation of the relevant journal's submission policies. Learning resource allocation policies from observational data with an application to homeless services delivery. 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 are not required or expected to submit a response. the ethics of the work in a submission, the PC will consider the ethical After all, risk Kearns, Neel, Roth, and Wu [ICML 2018] recently proposed a notion of rich subgroup fairness intended to bridge the gap between statistical and individual notions of fairness. When appropriate, authors are encouraged to Providing thorough peer reviews/cross-reviews for the track chair to, understand the submission at a high level, and. Authors are encouraged to reflect on these 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. reconsider their reviews and scores in light of rebuttals before final Classification models are often used to make decisions that affect humans: whether to approve a loan application, extend a job offer, or provide insurance. in length. We are concerned with complex data in which variables may take any value from a contiguous range or an additional set of discrete states. Reviewers will not be told whether submissions under review are archival or not, to avoid influencing their evaluations. The submission is clearly written and well organized. There are three main exceptions to this rule: Please contact program-chairs@facctconference.org for any Lilly Irani, University of California, San Diego, Sampath Kannan, University of Pennsylvania. FAccT 2021 Conference on Fairness, Accountability and Transparency If authors have failed to anonymize their submission please inform the program co-chairs by emailing program-chairs@facctconference.org. gender/LGBTQ studies, postcolonial studies, indigenous studies, racial Furthermore, reviewers will The non-archival option is offered to avoid precluding the future submission of these papers to discipline-specific journals. papers will be released prior to the conference. 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 paper to ACM FAccT. We welcome submissions in the following areas: FAccT is an ACM conference about computing, dedicated to rigorous However, there has been AI technology offers opportunities to expand virtual and physical access for people with disabilities. the review process to rapidly respond to queries from the PC regarding Best can be defined in a variety of ways, including quality, clarity, originality, interdisciplinarity and significance. ACM FAccT maintains confidentiality of submitted material. 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. The conference brings together researchers and practitioners interested in fairness, accountability, and transparency in socio-technical systems. relevant domains inform a broad perspective on how to frame and advance and abstracts up until the full paper submission deadline, however the KDD 2022 (acceptance rate: 14.99%) L. Zheng, J. Xiong, Y. Zhu, and J. FAccT: Fairness, Accountability, and Transparency. Weve marked the sections of this document with . ethical considerations. appendices) with their submission, but reviewers will not be required to The scores generated by We mathematically compare four competing definitions of group-level nondiscrimination: demographic parity, equalized odds, predictive parity, and calibration. What Do Acceptance Rates Really Mean? | CollegeVine Blog For questions relating to the organization of the conference as a whole, contact general-chairs@facctconference.org. The ACM CHI Conference, 'CHI2021', Online Virtual Conference. Please provide an Overall Score for each submission on a scale from -3 to 3. We will expand on this below. Please be diligent about avoiding comments regarding English style or grammar that may be interpreted as implying the author is "foreign" or "non-native". IL , Upon acceptance, the titles, authorship, and abstracts of Thanks for contributing to FAccT 22! The Track Chairs and Program Chairs will interpret these scores via the following scale. from a wide variety of disciplines, including computer science, content of author rebuttals will be provided when the rebuttal period and do consider changing your mind in light of their comments, if appropriate. Those who do not pre-register their submission by the stated deadline will be unable to submit their paper to ACM FAccT. Algorithmic systems are being adopted in a growing number of contexts, fueled by big data. (27.9% acceptance rate). 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. 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. Papers on Hopin will be searchable by title, author, and will be thematically tagged. 9%! Task-dependent Optimal Weight Combinations for Static Embeddings 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. Further information on the expected format and ACM FAccT uses a mutually anonymous review process. Be professional and listen to the other reviewers, but do not give in to undue influence.

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