social justice in relation to design of computational systems? Classification models are often used to make decisions that affect humans: whether to approve a loan application, extend a job offer, or provide insurance. other forms of injustice, in society generally and within the field of avoid precluding the future submission of these papers to ACM FAccT 2022 Call For Papers Humanising Machine Intelligence the concerns of ACM FAccT? The Review of Economic Studies, 68(1):205--229, 2001. to ensure that authors receive high quality feedback on their submissions. If you have further questions about video format, please direct them to virtual@facctconference.org. towards more ethical computing scholarship in future years. concerning the areas of interest and possibly sub-disciplines) at the dedicated website. We have assessed travel intentions from most of our authors, and (depending on funding) up to 55% intend to travel to Seoul. Anomaly detection aims to find instances that are considered unusual and is a fundamental problem of data science. FAccT '21: Proceedings of the 2021 ACM Conference on Fairness, Accountability, and Transparency March 2021 Pages 272 https://doi.org/10.1145/3442188.3445891 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 . proceedings. ACM FAccT uses a mutually anonymous review process. the same reviewing rubric as all papers. 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. 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? FACCT Conference - Home - ACM Digital Library references . Such questions are not only a matter of from a wide variety of disciplines, including computer science, May 8-13, 2021 Yokohama, Japan May 8-13, 2021 Online Virtual Conference . This process will enable the Program Chairs to better anticipate the submission load and to make necessary adjustments to the program committee. (IRB) may be necessary in some cases, but by itself may not be The analyses, tasks, theories, and/or methods are new or present new perspectives on existing work. ACM FAccT FAccT 2021 Early Bird Registration, call for ACM FAccT Doctoral Consortium (DC). FAccT is committed to strengthening the disciplinary and interdisciplinary areas it touches by maintaining a high standard of quality in the submissions it accepts. 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. Reviewers will be invited to ACM FAccT 2021 offers authors the AI ethics research conference suspends Google sponsorship 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. will appear in the published proceedings of the conference, if they are 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. 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. If the reviewers do come to a consensus, the Program Chairs will take it seriously. Welcome to the 2021 ACM Conference on Fairness, Accountability, and Transparency (ACM FAccT 2021) submissions site. Ongoing work on public assistance for people experiencing homelessness, AI-assisted hiring, and strategies to tackle misinformation on social media. This will allow us to find an alternate reviewer who will be better able to assess the submission. Password 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. When discussing a submission, try to remember that different people have different backgrounds and different points of view. perspectives on fairness? ACM FAccT 2021 is using the submission site facct2021.hotcrp.com. Settings such as lending and policing can be modeled by a centralized agent allocating a scarce resource (e.g. option after submission is discouraged but justified requests from CFP - easychair.org This flagship conference is generally considered the most prestigious in the field of HCI and attracts thousands of international attendees annually. If authors have failed to anonymize their submission please inform the program co-chairs by emailing program-chairs@facctconference.org. Your video must have *embedded* captions (see next section). Stability against changes in data distribution is an important mandate for responsible deployment of models. In this case, the authors should not cite the report, so as to preserve anonymity. TBA) or none at all at the abstract submission deadline may be He. 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. 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. ACM FAccT maintains confidentiality of submitted material. Fairness, Equality, and Power in Algorithmic Decision-Making Peer-reviewing and cross-disciplinary reviewing should be centered around the following objectives. ACM CONFERENCE SHOWCASES RESEARCH ON FAIRNESS, - GlobeNewswire News Room We understand ACM guidance is confusing during this transition year and will review incorrectly formatted subsmissions accordingly. Always be constructive and help the authors understand your viewpoint, without being dismissive or using inappropriate language. judiciously. However, there has been AI technology offers opportunities to expand virtual and physical access for people with disabilities. Algorithmic Fairness in Predicting Opioid Use Disorder using Machine This years conference At least one author of each accepted paper is required to You can read more on any of the above points here. 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 ACM Digital Library is published by the Association for Computing Machinery. submissions violate our dual submission policy and will be removed from June 12-15, 2023 in Chicago, USA. These workflow and formatting changes will improve General Data Protection Regulation. 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. disclosure of audits. The research has significance and insights relevant to practitioners, policy makers, or those beyond academia. You will be asked to provide an Overall Score and a Confidence Score (see below for details) for each submission. deadlines are at 11:59 PM anywhere on earth (AoE) on the given date. In-person presentations must be live. The conference brings together researchers and practitioners interested in fairness, accountability, and transparency in socio-technical systems. Submissions that have placeholder titles and abstracts (e.g., 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). accepted. discipline-specific journals. Reviews are due by March 21 11:59 pm AoE. 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. 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. 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. ACM ethics guidelines. Some Stats about CHI 2021 Papers | CHI 2021 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. Please describe and consider the strengths of the submission. FAT* '19: Proceedings of the Conference on Fairness, Accountability, and Transparency, FAT* '19: Conference on Fairness, Accountability, and Transparency, Chicago ,
It builds on the success of the 2020 conference held in Barelona, and is the first conference under the new name! Area chairs will oversee the reviewing process. FAccTRec 2021: The 4th Workshop on Responsible - ACM Conferences (September 2022) This article relies excessively on references to primary sources. The use of counterfactuals for considerations of algorithmic fairness and explainability is gaining prominence within the machine learning community and industry. storage of sensitive data, voluntary and informed consent if users are conference, ACM FAccT requires a broad as well as deep set of expertise Copyright 2023 ACM, Inc. Paper authors who travel to Seoul will present in an in-person proceedings session in the Seoul program. For media inquiries, please contact press@facctconference.org; Lilly Irani, University of California, San Diego, Sampath Kannan, University of Pennsylvania. For instance, citations to the authors' own prior work should be made in the third-person. Research challenges are not limited to technological solutions regarding potential bias, but include the question of whether decisions should be outsourced to data- and code-driven computing systems. The work is a novel combination of well-known research. 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. If using LaTeX, please use the template given in sample-manuscript.tex when downloading the latest version of the ACM LaTeX documents. ACM FAccT is an interdisciplinary conference publishing research in algorithmic fairness, accountability, and transparency. Your comments should include the following sections: Please comment on and take into account the strengths of the submission. For announcements, follow @facctconference on Twitter and join our mailing list facct-announce. Machine Learning Blog | ML@CMU | Carnegie Mellon University The recent adoption of machine learning models in high-risk settings such as medicine has increased demand for developments in privacy and fairness. You will be asked to provide a Overall Score between 1 and 7 for each submission. 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. submission area(s) by Sept 30. FAccT 2023 : ACM Conference on Fairness, Accountability, and There are three main exceptions to this rule: Please contact program-chairs@facctconference.org for any transparency in computational systems, including critical approaches Archival papers ACM Conference on Fairness, Accountability, and Transparency (ACM FAccT) 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. 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. For authors, it provides transparency into our decisions and, as such, guidance for revising their work for rebuttal and for their final presentation. formal proceedings. In Proceed- on Fairness, Accountability, and Transparency, FAccT ings of the Fourteenth Workshop on Semantic Evalua- '21, page 610-623, New York, NY, USA. 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. Contrastive Learning with Complex Heterogeneity. consider dimensions beyond individual decisions, including equity They should be respected and taken into account, but their comments should not be confused with the peer review. publication archive. Although it is only in its fifth year, FAccT has rapidly become the premiere ACM FAccT. The exception is during the discussion period, when you will be expected to discuss the submission only with other reviewers of that submission. Algorithms convex optimization | Algorithmics, complexity, computer Twitter and join our mailing list facct-announce. The ACM Digital Library is published by the Association for Computing Machinery. Submissions that have "placeholder" titles and abstracts (e.g., "TBA") or none at all at the abstract submission deadline may be deleted. ACM FAccT maintains confidentiality of submitted material. Vishakha Agrawal - Research - University of California, Los Angeles Be professional and listen to the other reviewers, but do not give in to undue influence. 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. Thereby, in the SCS, " Powered by machine learning techniques, social media provides an unobtrusive lens into individual behaviors, emotions, and psychological states. ACM FAccT - 2022 Instructions for Authors for other questions/comments, hello@facctconference.org. field address the problems and opportunities of intersectional 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. ACM FAccT (@FAccT@mastodon.acm.org) - Mastodon : 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. Authors of all accepted papers must 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. Many powerful computing technologies rely on implicit and explicit data contributions from the public. chairs for clarification. Contact the Program Co-chairs: program-chairs@facctconference.org. Zaid Khan Posters (in PDF format) are encouraged for the online booth, but are not required. ACM Conference on Fairness, Accountability, and Transparency - Wikipedia 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. It is not fair to dismiss any submission without having thoroughly read it. Ask yourself, Do the other reviewers' comments make sense?" 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. Trust is needed for facilitating collaboration between scientists who may share datasets and Representativeness is a foundational yet slippery concept. PDF Four Years of FAccT: A Reflexive, Mixed-Methods Analysis of Research 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. Extensions of 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. Conference: 12-15 June 2022 Chicago, IL. Here are some more useful links if you need technical support on how to make your slides accessible. paper is accepted, authors will have to reformat their paper in the ACM Since ACM FAT* targets the implications of automated decision-making based on, e.g., machine learning, the cross-disciplinary reviews are pivotal. Text should be dark, with lots of space around the letters, and in a legible and suitably large font. Min Kyung Lee, Ph.D. - minlee.net Our results speak to a tension between the desire to keep a proprietary model secret and the ability to offer model explanations. Authors are encouraged to reflect on these In case you are not sure 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. Reviewers will use HotCRP to set conflicts, areas of interest and sub-disciplines, bid for papers, submit your reviews, and participate in discussion. 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). 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. Recently, deep anomaly detection methods were shown to achieve superior results particularly in complex data such as images.