judged by the same quality standards, regardless of whether the authors : 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? This will allow us to find an alternate reviewer who will be better able to assess the submission. Further information on the expected format and For authors, it provides transparency into our decisions and, as such, guidance for revising their work for rebuttal and for their final presentation. This is a more robust approach which will work better with our planned back-end workflow. register for, (virtually) attend, and present the work at the conference Thus, we seek an area and discipline-specific quality assessment for each submission. These include: respect for privacy, secure If you need to cite existing work to justify one of your comments, please be as precise as possible and give a complete citation. Our event management team will then upload them to YouTube, and the Hopin platform. Recent research has successfully employed social media data to predict mental health states of individuals, A single algorithm drives an important health care decision for over 70 million people in the US. paper is accepted, authors will have to reformat their paper in the ACM The fourth annual ACM FAccT conference will take place online March 3-10, 2021. concerning the areas of interest and possibly sub-disciplines) at the dedicated website. ensuring that submitting to FAccT would not be in violation of the FAccT (previously FAT*) is dedicated to the inherent risks that come with the increasing adoption of data-driven algorithmic decision making systems in socially consequential domains such as policing, criminal justice, health care and education. 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. We show through theory and experiment that gradient-based explanations of a model quickly reveal the model itself. The fourth annual ACM FAccT conference will take place online March 3-10, 2021. This paper critically examines arguments against independence, a measure of group fairness also known as statistical parity and as demographic parity. option for the FAccT submission. We welcome contributions that consider dimensions beyond individual decisions, including equity and justice in systems, policy, and human rights. Disentangling Inuence: Using disentangled representations to audit model predic- For example, please do NOT use the sentence, "Please have your submission proofread by a native English speaker, (i.e., avoid the phrase native English speaker). Best can be defined in a variety of ways, including quality, clarity, originality, interdisciplinarity and significance. Final submissions will be due on January 21, 2022. The ACM Digital Library is published by the Association for Computing Machinery. will shift to the new ACM workflow for article templates and publication Posters (in PDF format) are encouraged for the online booth, but are not required. anonymous review process. Copyright 2023 ACM, Inc. Using inappropriate or derogatory language is not acceptable. Targeted advertising is meant to improve the efficiency of matching advertisers to their customers. the concerns of ACM FAccT? 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 !. Many parts of this guide have been inspired by or outright lifted from the excellent NIPS Reviewer, AC & SAC Guidelines. We will use DO NOT talk to other reviewers or Track Chairs about your own submissions (i.e., submissions you are an author on) or submissions with which you have a conflict. Our assessments, publications and research spread knowledge, spark enquiry and aid understanding around the world. 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. Important Dates. 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). publication archive. It will help the Area Chairs and Program Chairs decide whether to accept the submissions. building, analysis, and practical impact alongside psychological, appendices) with their submission, but reviewers will not be required to In your response, please address the degree to which the following statements apply to this work. accountability, and transparency in socio-technical systems. previously appeared in non-archival venues such as workshops without https://facctconference.org/ GDPR 2016. To aid U.S. policy starts showing an interest in AI ACM FAT* papers naturally differ in style and focus from the work featured at other venues. questions. Authors can use their preferred tools to record videos. A variety of programs are available to embed captions into your videos. . Michael Kearns,University of Pennsylvania. What constitutes a "fair" allocation of the items among them? 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. For accessibility related concerns, contact inclusion@facctconference.org. De Gregorio G and Ranchordas S Breaking Down Information Silos with Big Data: A Legal Analysis of Data Sharing. last year, papers and position papers are in scope for the and justice in systems, policy, and pedagogy. in length. In cases where the Program Chairs (PC) have concerns about the ethics of the work in a submission, the PC will consider the ethical soundness and justification of the submission, just as it does its technical soundness. It is in your best interest to provide your preferences during the bidding phase. ACM ethics guidelines. Non-archival papers will only appear as abstracts in the ACM FAccT 2021 is using the submission site facct2021.hotcrp.com. The recent adoption of machine learning models in high-risk settings such as medicine has increased demand for developments in privacy and fairness. Although machine learning models can sometimes achieve impressive Formulating data science problems is an uncertain and difficult process. Please describe and consider the strengths of the submission. 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. avoid influencing their evaluations. Authors will be able to make changes to their titles This will allow us to find an alternate reviewer who will be better able to assess the submission. site by submitting a tentative title and abstract and specifying their These works may be submitted as-is or in an extended 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. All A natural remedy is to remove such features from the model. Authors are encouraged to reflect on these There are lots of free options available, here are just a few suggestions: Please try to make your presentation accessible for all. Here are some more useful links if you need technical support on how to make your slides accessible. personal and professional concern, but also a perennial focus of FAccT The Overall Score for each submission should reflect your assessment of the submissions contributions. The conference brings together researchers and practitioners interested in fairness, accountability, and transparency in socio-technical systems. 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. Such questions are not only a matter of (September 2022) This article relies excessively on references to primary sources. which area your submission fits under, feel free to contact the Program The Overall Score for each submission should reflect your assessment of the submissions contributions. Accountability, and Transparency (FAccT), 2020. Since ACM FAT* targets the implications of automated decision-making based on, e.g., machine learning, the cross-disciplinary reviews are pivotal. above areas when they register their submissions. Though familiar at first blush, it lacks a single precise meaning. 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. FAccT papers naturally differ in style and focus from the work featured at other venues. Recent research taking issue with such opacity has proposed standardized processes for dataset documentation. The research program of ACM FAccT solicits academic work from a wide variety of disciplines, including computer . FAccT '21: Proceedings of the 2021 ACM Conference on Fairness, Accountability, and Transparency March 2021 Pages 272 https://doi.org/10.1145/3442188.3445891 We formally show that through our conceptual mapping, many existing Data too sensitive to be "open" for analysis and re-purposing typically remains "closed" as proprietary information. The conference organizers welcome your contributions and insights. In-person proceedings sessions will take place between 1100 and 1800 KST. In this Anonymized smartphone-based mobility data has been widely adopted in devising and evaluating COVID-19 response strategies such as the targeting of public health resources. FAT* '19: Proceedings of the Conference on Fairness, Accountability, and Transparency, FAT* '19: Conference on Fairness, Accountability, and Transparency, Chicago , in order for the paper to appear in the conference proceedings in the This flagship conference is generally considered the most prestigious in the field of HCI and attracts thousands of international attendees annually. The cross-disciplinary nature of this conference requires specific attention to the review process. 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? This process will enable the Program 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. ACM Digital Library. 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). June 12-15, 2023 in Chicago, USA. This means that you provide your preferences (a.o. Authors are also responsible for ensuring that submitting to FAccT would not be in violation of the relevant journal's submission policies. anonymous review process. Non-archival papers will only appear as abstracts in the 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. After the submission is made, the Track Chair will send the paper to three peer reviewers. Chairs to better anticipate the submission load and to make necessary adjustments to the program committee. submission area(s) by Sept 30. Reviewers will use HotCRP to set conflicts, areas of interest and sub-disciplines, bid for papers, submit your reviews, and participate in discussion. Such Pre-registration only requires that you "save a draft" of your submission. 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. program and will be evaluated for their contributions following Authors are encouraged to reflect on these guidelines in shaping study design, analysis, and dissemination. papers will be released prior to the conference. ethical considerations. Authors must omit their names and affiliations For questions regarding registration, contact acm.facct2022@gmail.com. Review content serves two purposes. FAccT: Fairness, Accountability, and Transparency. the ethics of the work in a submission, the PC will consider the ethical 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. rejected without review. 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. Authors are not required or expected to submit a response. 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. In Proceed- on Fairness, Accountability, and Transparency, FAccT ings of the Fourteenth Workshop on Semantic Evalua- '21, page 610-623, New York, NY, USA. Researchers postulate that this may be a We use cookies to ensure that we give you the best experience on our website. Please ensure your videos have *embedded* captions. 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. How should the 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. Each paper will be allocated to *one* proceedings session during the conference, either as part of the in-person program in Seoul. 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. Paper submission: 6 Feburary 2023 11:59pm Anywhere on Earth. 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. The 2022 conference will be held both in-person and online. The Review of Economic Studies, 68(1):205--229, 2001. Bedrock concepts in computer science---such China's Social Credit System (SCS, or shehui xinyong tixi) is expected to become the first digitally-implemented nationwide scoring system with the purpose to rate the behavior of citizens, companies, and other entities. Extensions of The author responses are intended to allow the authors to concisely identify perceived mistakes of fact or reasoning in the reviews that foundationally affect the assessment about their work. ACM FAccT (formerly known as ACM FAT*) solicits work Reviewer consensus is valuable, but it is not mandatory. pages (including all figures and tables), plus unlimited pages for ACM FAccT 2021 offers authors the 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: For instance, citations to the authors' own prior work should be made in the third-person. The submission addresses a problem in a better way than previous work, or advances the state of the art in a demonstrable way. 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. To this end, we adopt a double-blind peer review system consisting of. to ensure that the best content is presented at the conference, and. The work appropriately represents the scholarship across cultural boundaries. 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). Be professional and listen to the other reviewers, but do not give in to undue influence. 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. systems develop in relation to racism and anti-blackness? 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. If using LaTeX, please use the template given in sample-manuscript.tex when downloading the latest version of the ACM LaTeX documents. FAccT papers naturally differ in style and focus from the work featured at other venues. submission. 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. The conference brings together researchers and practitioners interested in fairness, Abstract submission: 30 January 2023 11:59pm Anywhere on Earth. faced in their work. Simply put, a college's acceptance rate is the rate at which applicants are accepted. 2018. issues are welcome to contact the PC.
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