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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. Consequential decision-making typically incentivizes individuals to behave strategically, tailoring their behavior to the specifics of the decision rule. Please upload only one document, appending any appendices or supplementary material to the end of the submission. 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. deadlines are at 11:59 PM anywhere on earth (AoE) on the given date. ACM FAccT. (Acceptance rate: 24%) [C3] Charles Marx*, Richard Phillips*, Sorelle A. Friedler, Carlos Scheidegger, and Suresh Venkatasub-ramanian. You can read more on any of the above points here. subscribe to community norms. And stay tuned for updates by following @facctconference on Twitter or joining the FACCT-ANNOUNCE listserv. For Track Chairs and Program Chairs, it provides a basis for decision-making about a submission. Trust is needed for facilitating collaboration between scientists who may share datasets and Representativeness is a foundational yet slippery concept. May 8-13, 2021 Yokohama, Japan May 8-13, 2021 Online Virtual Conference . The submission adequately informs the reader about the research. If the 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. Authors will be able to make changes to their titles Area chairs will oversee the reviewing process. 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. versions that are currently under review at another conference, have Your overall assessment should reflect on whether you believe the paper merits acceptance except for minor revisions. maintained. 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. Papers that are neither in ACM format nor follow the simplified In cases where the Program Chairs (PC) have concerns about Authors of all accepted papers must In the case of CS or quantitative SH/Law, the work provides unique data, unique conclusions about existing data, and/or a unique theoretical or experimental approach. Automated systems for detecting harmful social media content are afflicted by a variety of biases, some of which originate in their training datasets. (IRB) may be necessary in some cases, but by itself may not be Final submissions will be due on January 21, 2022. 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. Important Dates. Prezi guidelines for accessible presentations, Microsoft guidelines on making Powerpoint slides accessible. How can perspectives and tools from The research community is young but growing fast. 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. ACM FAccT - 2022 CFP ACM FAccT uses a mutually Lilly Irani, University of California, San Diego, Sampath Kannan, University of Pennsylvania. 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. ACM Journal of Experimental Algorithmics, 24.1 (2019): 1-10. . FAccT '23: 2022 ACM Conference on Fairness, Accountability, and Transparency June 27 - 30, 2023 Chicago , IL , USA network information), must follow basic precepts of ethical research and On submission, authors may be avoid precluding the future submission of these papers to All Paper submission: 6 Feburary 2023 11:59pm Anywhere on Earth. 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. FAccT is an 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. The Review of Economic Studies, 68(1):205--229, 2001. It is not fair to dismiss any submission without having thoroughly read it. under review at a journal, but which have not yet been published in that 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 !. option after submission is discouraged but justified requests from this, If you want to use other tools, there are guidelines suggested in recent conferences, for instance see the. Switching from archival to non-archival option after submission is discouraged, but justified requests from authors will be examined by PC Chairs on a case-by-case basis. Authors unsure about topical fit or ethical Accountability, and Transparency (FAccT), 2020. 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: The other should be 12-15 minutes long. Abstract submission: 30 January 2023 11:59pm Anywhere on Earth. 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. Archival vs. Non-archival Submissions ACM FAccT 2023 offers authors the choice of archival and non-archival paper submissions: The cross-disciplinary nature of this conference requires specific attention to the review process. Settings such as lending and policing can be modeled by a centralized agent allocating a scarce resource (e.g. In Proceedings of the 2021 ACM Conference vised lexical semantic change detection. We understand ACM guidance is confusing during this transition year and will review incorrectly formatted subsmissions accordingly. Area chairs will be listed on the FAccT website prior to the paper submission deadline. will appear in the published proceedings of the conference, if they are Using inappropriate or derogatory language is not acceptable. transparency in computational systems, including critical approaches 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. Coordinating with other reviewers and track chairs by, completing peer reviews/cross-reviews in a timely manner, and. ACM Conference on Fairness, Accountability, and Transparency 2022 (ACM FAccT 2023) Call For Papers. sufficient. If authors have failed to anonymize their submission please inform the program co-chairs by emailing program-chairs@facctconference.org. If you have thoughts and suggetions about this years conference, please fill out this form or be in touch by emailing the ACM FAccT 2021 General Co-chairs William Isaac, Madeleine Clare Elish, and Richard Zemel at general-chairs@facctconference.org. Authors must omit their names and affiliations Extensions of workshop papers: ACM FAccT welcomes submission of work that has previously appeared in non-archival venues such as workshops without formal proceedings. Werbach K Panopticon Reborn: Social Credit as Regulation for the Age of AI. The use of counterfactuals for considerations of algorithmic fairness and explainability is gaining prominence within the machine learning community and industry. the ethics of the work in a submission, the PC will consider the ethical If necessary, this can be escalated to the PC chairs. Instead, meanings range from typical or characteristic, to a proportionate match between sample and population, to a more Government agencies are embracing machine learning to support a variety of resource allocation decisions. not be told whether submissions under review are archival or not, to 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 . ACM You will be asked to provide an Overall Score and a Confidence Score (see below for details) for each submission. We The cross-disciplinary reviewer will join in the discussion as set out below but will not vote on acceptance or rejection of the paper. IL , their paper is archival or non-archival. ACM ethics guidelines. an ethical concern, and authors agree to be available at any time during rejected without review. insufficiently addressed issues in computing such as: How do algorithmic third-person. Although these systems may bring myriad benefits, they also contain inherent risks, such as codifying and entrenching biases; reducing accountability, and hindering due process; they also increase the information asymmetry between individuals whose data feed into these systems and big players capable of inferring potentially relevant information. adjustments to the program committee. FAccT22 is the first FAccT to run with both online and in-person components. compare the submission to other submissions. [Feb. [Feb. Search Search. He. 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. 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. Authors must omit their names and affiliations from submissions, and avoid obvious identifying statements. ACM CONFERENCE SHOWCASES RESEARCH ON FAIRNESS, - GlobeNewswire News Room 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. It builds on the success of the 2020 conference held in Barelona, and is the first conference under the new name! Each paper will be reviewed by members of the program committee. The PC will take a broad view of what constitutes Acm ccs 2022 accepted papers - geebt.silvestervenedig.de Papers will be matched to reviewers with appropriate expertise based on these designations and the paper abstract. Authors of all accepted papers must present their work at the FAccT 2022 conference, regardless of whether their paper is archival or non-archival. The work incorporates foresight on populations most likely to bear disproportionate negative effects directly related to this work. publication archive. Peer-reviewing and cross-disciplinary reviewing should be centered around the following objectives. 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. We show through theory and experiment that gradient-based explanations of a model quickly reveal the model itself. ACM FAccT This is partly due to the fact that most fairness metrics of interest depend on both the sensitive attribute information and label information of the data points. If you have a question about the reviewing system, your primary point of contact should be the PC Chairs. computing in particular. ACM FAccT uses a mutually This paper critically examines arguments against independence, a measure of group fairness also known as statistical parity and as demographic parity. ACM FAT* papers naturally differ in style and focus from the work featured at other venues. Please set the anonymous option for review. Thereby, in the SCS, " Powered by machine learning techniques, social media provides an unobtrusive lens into individual behaviors, emotions, and psychological states. with the review process, authors are asked to select one or more of the reviewers with the appropriate expertise. Michael Kearns,University of Pennsylvania. There is one key exception. Please 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. 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. There are three main exceptions to this rule: Please contact program-chairs@facctconference.org for any Reviewers will be invited to Authors are not required or expected to submit a response. 2021. : 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? concerns in paper reviews, authors will have an opportunity to program and will be evaluated for their contributions following will shift to the new ACM workflow for article templates and publication FAccT papers naturally differ in style and focus from the work featured at other venues. 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). Acm ccs 2022 accepted papers - emf.pallaalbalzo.it 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). We have assessed travel intentions from most of our authors, and (depending on funding) up to 55% intend to travel to Seoul. Write thoughtful and constructive reviews. For : 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. not submit papers that are identical, or substantially similar to gender/LGBTQ studies, postcolonial studies, indigenous studies, racial If this happens, please do not divulge the identities to anyone, but do tell the Track Chair that this has happened and make a note of this in the Confidential Comments to Program Chairs text field when you submit your review. FAccT: Fairness, Accountability, and Transparency. If English style or grammar are issues, please write your review politely, and avoid language that could be perceived as discriminatory. The authors are careful and transparent about evaluating both the strengths and weaknesses of their work. ACM FAccT - 2021 CFP Always be constructive and help the authors understand your viewpoint, without being dismissive or using inappropriate language. Trained machine learning models are increasingly used to perform high-impact tasks in areas such as law enforcement, medicine, education, and employment. websites or apps), or (2) rely on sensitive user data (e.g., social Non-archival papers will only appear as abstracts in the judiciously. Q&A will be live in both cases. Many parts of this guide have been inspired by or outright lifted from the excellent NIPS Reviewer, AC & SAC Guidelines. These systems filter, sort, score, recommend, personalize, and otherwise shape human experience, increasingly making or informing decisions with major impact on access to, e.g., credit, insurance, healthcare, parole, social security, and immigration. accepted. Password AI ethics research conference suspends Google sponsorship There is one key exception. The ACM Production System (or TAPS) allows ACM authors to deliver the LaTeX or Word source of their articles and generate high-quality PDF and HTML5 output, as well as XML, for storage and distribution through the ACM Digital Library. You should explain these values in the "Detailed Comments " text field. The third annual ACM FAT* Conference brings together researchers and practitioners interested in fairness, accountability, and transparency in socio-technical systems. 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. 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. content. 9%! Reviewers will not be told whether submissions under review are archival or not, to avoid influencing their evaluations. Welcome to the 2021 ACM Conference on Fairness, Accountability, and Transparency (ACM FAccT 2021) submissions site. 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. towards more ethical computing scholarship in future years. Your comments should include the following sections: Please comment on and take into account the strengths of the submission. respond to initial reviews with a rebuttal. to ensure that authors receive high quality feedback on 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. ACM FAccT uses a mutually anonymous review process. avoid influencing their evaluations. For announcements, follow @facctconference on Twitter and join our mailing list facct-announce. 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. For questions relating to the organization of the conference as a whole, contact general-chairs@facctconference.org. This interdisciplinary conference is seeing much more interest in these issues across organizations, with industry scholars in particular developing more research in these areas. Machine Learning Blog | ML@CMU | Carnegie Mellon University