It is clear how this work differs from previous contributions. Confidentiality of submitted material will be 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. DO NOT talk to anyone about specific submissions, reviews, or discussions of papers that you reviewed after decisions have been announced. 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. Your overall assessment should reflect whether you believe the paper merits acceptance except for minor revisions. Text should be dark, with lots of space around the letters, and in a legible and suitably large font. Please provide an Overall Score for each submission. Upon acceptance, the titles, authorship, and abstracts of accepted papers will be released. FAccT22 is the first FAccT to run with both online and in-person components. Authors are not required or expected to submit a response. 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. 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. ACM conference and as such, we will review papers in alignment with the 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. ensuring that submitting to FAccT would not be in violation of the other forms of injustice, in society generally and within the field of 2018. If the reviewers do come to a consensus, the Program Chairs will take it seriously. previous years.) Anomaly detection aims to find instances that are considered unusual and is a fundamental problem of data science. Keep in mind that reviewers are not obligated to read the appendix or supplementary materials. In Proceed- on Fairness, Accountability, and Transparency, FAccT ings of the Fourteenth Workshop on Semantic Evalua- '21, page 610-623, New York, NY, USA. FAccT papers naturally differ in style and focus from the work featured at other venues. Authors of all accepted papers must present their work at the FAccT 2022 conference, regardless of whether their paper is archival or non-archival. all submissions will have the same page length requirements and will be The purpose of the longer video is to ensure that conference delegates who are unable to attend a proceedings session can see a version of your presentation asynchronously, and engage with your work, leaving comments and questions in the booth. the concerns of ACM FAccT? With great power comes great responsibility! Stability against changes in data distribution is an important mandate for responsible deployment of models. Furthermore, reviewers will 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. This dichotomy undermines efforts to make algorithmic systems more fair, transparent, and accountable. 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: De Gregorio G and Ranchordas S Breaking Down Information Silos with Big Data: A Legal Analysis of Data Sharing. choose the archival or non-archival option. Should authors find extraordinary errors or equity 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. Classification models are often used to make decisions that affect humans: whether to approve a loan application, extend a job offer, or provide insurance. ACM FAccT 2021 is using the submission site facct2021.hotcrp.com. 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. FAccT* also welcomes full paper submissions that extend previously When consequential decisions are informed by algorithmic input, individuals may feel compelled to alter their behavior in order to gain a system's approval. ACM Digital Library. Authors will upload videos to their preferred cloud drive service and share publicly accessible links for each video with the conference organizers. form. Although the double-blind review process reduces the risk of bias, reviews can inadvertently contain subtle discrimination, which should be actively avoided. context but not reduce a submission's chance of acceptance. 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). above areas when they register their submissions. Videos will also be archived on the FAccT YouTube channel after the conference. 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. 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. from a wide variety of disciplines, including computer science, To reconcile algorithmic Price discrimination - offering different prices to different customers - has become common practice. FAccT '23: 2022 ACM Conference on Fairness, Accountability, and Transparency June 27 - 30, 2023 Chicago , IL , USA 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. The submission addresses a problem in a better way than previous work, or advances the state of the art in a demonstrable 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. 9. Authors must omit their names and affiliations from submissions, and avoid obvious identifying statements. 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. Archival papers statistics, law, social sciences, the humanities, and education. 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. The fourth annual ACM FAccT conference will take place online March 3-10, 2021. 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. We recommend using 16:9 Aspect Ratio, and minimum 1080p resolution. Email Forgot your password? ACM FAccT uses a mutually The Track Chairs and Program Chairs will interpret these scores via the following scale. ACM ethics guidelines. in length. 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. Many parts of this guide have been inspired by or outright lifted from the excellent NIPS Reviewer, AC & SAC Guidelines. 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. will take place in the context of a worldwide reckoning with racism and Papers will be matched to reviewers with appropriate expertise based on these designations and the paper abstract. You should rename your videos as YOUR_PAPERID-SHORT.mp4 and YOUR_PAPERID-LONG.mp4, for example 1234-SHORT.mp4 and 1234-LONG.mp4. Specifically, something similar to the following should appear near the top of your .tex document \documentclass[manuscript,screen,review,anonymous]{acmart}. ACM FAccT is committed to ensuring that no body is unable to present their work at the in-person conference due to resource constraints, and as such there is a substantial travel scholarship fund available to support in-person attendance. Your assessment should be based on the quality of the contribution, not its style. If you need to cite existing work to justify one of your comments, please be as precise as possible and give a complete citation. submission. Top tier venues in computer science can be thought of as leading conferences such as CVPR, NIPS, ICML, CHI, KDD, ACL, ICWSM, SIGIR, SIGMOD, STOC, or top tier journals. Reviewer consensus is valuable, but it is not mandatory. Recently, deep anomaly detection methods were shown to achieve superior results particularly in complex data such as images. Such comments might include explicit comparisons of the submission to other submissions and criticisms that are more bluntly stated. Please describe and consider the strengths of the submission. The work incorporates foresight on populations most likely to bear disproportionate negative effects directly related to this work. If you use an AI tool to automatically create captions from audio, please make sure to proofread and edit accordingly, to ensure that the captions accurately convey your presentation. FAccT is an ACM Conference on Fairness, Accountability, and Transparency (ACM FAccT). Always be constructive and help the authors understand your viewpoint, without being dismissive. option for the FAccT submission. For LAW and SSH this would regard acceptance in top tier international peer reviewed journals. The Review of Economic Studies, 68(1):205--229, 2001. 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. consider dimensions beyond individual decisions, including equity In the case of qualitative SH/Law, the work has a clear added value compared to existing literature. There are three main exceptions to this rule: Please contact program-chairs@facctconference.org for any We strongly recommend that authors also read it to familiarize themselves with the reviewing process. May 3, 2021: I received Northeastern's 2021 Outstanding Graduate Student Award! Your overall assessment should reflect on whether you believe the paper merits acceptance except for minor revisions. questions. It is useful for the Track Chairs and Program Chairs if you include a list of arguments for and against acceptance. From creating paintings to generating novel art styles, AI based generative art has showcased a variety of applications. HotCRP.com signin Sign in using your HotCRP.com account. 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. Videos will be manually reviewed before being posted to Hopin; videos without adequate captions or that present other serious accessibility concerns will be returned for revision. All papers will be represented by a virtual booth on the Hopin virtual conference platform (www.hopin.com). When appropriate, authors are encouraged to 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. Our assessments, publications and research spread knowledge, spark enquiry and aid understanding around the world. Such present their work at the FAccT 2021 conference, regardless of whether Archival and Non-archival Submissions. On submission, authors may be The work is built out of foundational input from peoples directly affected by, or used within the development of, the work. He. Contrastive Learning with Complex Heterogeneity. Consequential decision-making typically incentivizes individuals to behave strategically, tailoring their behavior to the specifics of the decision rule. Engage actively in the discussion phase for each of the submissions that you are assigned, even if you are not specifically prompted to do so by the corresponding track chair. ACM discipline-specific journals. To receive news about ACM FAccT, follow @facctconference on Our research community is multidisciplinary in its make-up and orientation. A huge amount of effort goes into reviews. 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