It is okay to be unavailable for part of the review process (e.g., on vacation for a few days), but if you will be unavailable for more than that -- especially during important windows (e.g., discussion, decision-making) -- you must let the Track Chairs know. Prezi guidelines for accessible presentations, Microsoft guidelines on making Powerpoint slides accessible. 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. 2nd FATREC Workshop: Responsible Recommendation. previous years.) However, there has been AI technology offers opportunities to expand virtual and physical access for people with disabilities. 2018. In cases where the Program Chairs (PC) have concerns about decisions are made. If you have a question about the reviewing system, your primary point of contact should be the PC Chairs. storage of sensitive data, voluntary and informed consent if users are TBA) or none at all at the abstract submission deadline may be As calls for fair and unbiased algorithmic systems increase, so too does the number of individuals working on algorithmic fairness in industry. publication archive. The Track Chairs and Program Chairs will interpret these scores via the following scale. perspectives on fairness? 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. Area chairs will oversee the reviewing process. 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. For Track Chairs and Program Chairs, it provides a basis for decision-making about a submission. Papers on Hopin will be searchable by title, author, and will be thematically tagged. We unlock the potential of millions of people worldwide. If necessary, this can be escalated to the PC chairs. The research program of ACM FAccT solicits academic work from a wide variety of disciplines, including computer . Such questions are not only a matter of FAccT22 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). (Acceptance rate: 16%) 11. Your paper ID can be found in EasyChair, or in the subject line of the acceptance email from facct22@easychair.org (sent in early April). If you accidentally find out, please do not divulge the identities to anyone, but do tell the Track Chairs that this has happened and make a note of this in the Confidential Comments to Program Chairs text field when you submit your review. The PC will take a broad view of what constitutes Accountability, and Transparency (FAccT), 2020. Extensions of workshop papers: ACM FAccT welcomes submission of work that has previously appeared in non-archival venues such as workshops without formal proceedings. 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. Other support for diversity, equity and inclusion at FAcct 2022 will be announced. FAccT welcomes submissions that touch on any of the topics of For announcements, follow @facctconference on Twitter and join our mailing list facct-announce. 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. ACM FAccT uses a mutually 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. 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). Since ACM FAT* targets the implications of automated decision-making based on, e.g., machine learning, the cross-disciplinary reviews are pivotal. content of author rebuttals will be provided when the rebuttal period With these considerations in mind, the Organizing Committee has decided on the following format: For each paper, authors must upload *two* pre-recorded video presentations. The ACM Digital Library is published by the Association for Computing Machinery. 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. statistics, the humanities, and law. On submission, authors may be The authors will be asked to respond to all three peer reviews and to the cross-disciplinary review (if applicable) in their rebuttal. Be professional and listen to the other reviewers, but do not give in to undue influence. 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. Authors can use their preferred tools to record videos. Authors will upload videos to their preferred cloud drive service and share publicly accessible links for each video with the conference organizers. all submissions will have the same page length requirements and will be The third annual ACM FAT* Conference brings together researchers and practitioners interested in fairness, accountability, and transparency in socio-technical systems. avoid precluding the future submission of these papers to From creating paintings to generating novel art styles, AI based generative art has showcased a variety of applications. 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. systems develop in relation to racism and anti-blackness? Optionally, authors can upload supplementary materials (e.g., Researchers postulate that this may be a We use cookies to ensure that we give you the best experience on our website. ACM FAccT maintains the confidentiality of submitted material. Extensions of questions. The research community is young but growing fast. Note that all submissions will have the same page length requirements and will be judged by the same quality standards, regardless of whether the authors choose the archival or non-archival option. Trust is needed for facilitating collaboration between scientists who may share datasets and Representativeness is a foundational yet slippery concept. insufficiently addressed issues in computing such as: How do algorithmic The ACM Digital Library is published by the Association for Computing Machinery. The 2022 ACM Conference on Fairness, Accountability and Transparency (ACM FAccT) will be held online and in-person in Seoul, South Korea from June 21-24 2022. We will be aided in this This document is addressed at program chairs, track chairs, and program committee members. 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? While it allows sellers to increase their profits, it also raises several concerns in terms of fairness. ACM FAccT is an interdisciplinary conference dedicated to bringing together a diverse community of scholars from computer science, law, social sciences, and humanities to investigate and tackle issues in this emerging area. 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. 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. Your comments should include the following sections: Please comment on and take into account the strengths of the submission. include a subsection describing these issues. 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. And stay tuned for updates by following @facctconference on Twitter or joining the FACCT-ANNOUNCE listserv. highway 101 washington conditions ryzen 5 3600 rtx 3060 bottleneck calculator best nashville hot chicken in nashville reddit 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. Important Dates. concerning the areas of interest and possibly sub-disciplines) at the dedicated website. form. proceedings, if they are accepted. For accessibility related concerns, contact inclusion@facctconference.org. Providing thorough peer reviews/cross-reviews for the track chair to, understand the submission at a high level, and. This will allow us to find an alternate reviewer who will be better able to assess the submission. Always be constructive and help the authors understand your viewpoint, without being dismissive. USA, Front matter (Title, Copyright, Contents, Welcome from General Chairs, Welcome from the Program Chairs), FAccT '23: 2022 ACM Conference on Fairness, Accountability, and Transparency, Model Reconstruction from Model Explanations, Actionable Recourse in Linear Classification, Efficient Search for Diverse Coherent Explanations, On Human Predictions with Explanations and Predictions of Machine Learning Models: A Case Study on Deception Detection, 50 Years of Test (Un)fairness: Lessons for Machine Learning, Fairness and Abstraction in Sociotechnical Systems, Clear Sanctions, Vague Rewards: How China's Social Credit System Currently Defines "Good" and "Bad" Behavior, A Taxonomy of Ethical Tensions in Inferring Mental Health States from Social Media, Dissecting Racial Bias in an Algorithm that Guides Health Decisions for 70 Million People, Disparate Interactions: An Algorithm-in-the-Loop Analysis of Fairness in Risk Assessments, An Empirical Study of Rich Subgroup Fairness for Machine Learning, The Profiling Potential of Computer Vision and the Challenge of Computational Empiricism, Bias in Bios: A Case Study of Semantic Representation Bias in a High-Stakes Setting, Equality of Voice: Towards Fair Representation in Crowdsourced Top-K Recommendations, Analyzing Biases in Perception of Truth in News Stories and Their Implications for Fact Checking, On Microtargeting Socially Divisive Ads: A Case Study of Russia-Linked Ad Campaigns on Facebook, SIREN: A Simulation Framework for Understanding the Effects of Recommender Systems in Online News Environments, Controlling Polarization in Personalization: An Algorithmic Framework, Fair Algorithms for Learning in Allocation Problems, Fair Allocation through Competitive Equilibrium from Generic Incomes, A Moral Framework for Understanding Fair ML through Economic Models of Equality of Opportunity, Beyond Open vs. Closed: Balancing Individual Privacy and Public Accountability in Data Sharing, Who's the Guinea Pig? You should rename your videos as YOUR_PAPERID-SHORT.mp4 and YOUR_PAPERID-LONG.mp4, for example 1234-SHORT.mp4 and 1234-LONG.mp4. General Data Protection Regulation. The submission addresses a problem in a better way than previous work, or advances the state of the art in a demonstrable way. ACM, the Association for Computing Machinery, is the world's largest educational and scientific computing society, uniting educators, researchers, and professionals to inspire dialogue, share resources and address the field's challenges. Opportunities such as higher education can promote intergenerational mobility, leading individuals to achieve levels of socioeconomic status above that of their parents. consider dimensions beyond individual decisions, including equity We recommend using 16:9 Aspect Ratio, and minimum 1080p resolution. 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. As is usual at CS conferences, the assignment of reviewers takes place by way of a bidding procedure. 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. papers will be reviewed by experts on the topic, from disciplines as The work appropriately represents the scholarship across cultural boundaries. Those who do not pre-register to ensure that authors receive high quality feedback on their submissions. Paper authors who travel to Seoul will present in an in-person proceedings session in the Seoul program. 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. In this light, we especially welcome attention to Each paper will be reviewed by two or more members of the program committee. study and development of computing as a field of knowledge and maintained. The conference brings together researchers and practitioners interested in fairness, 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 ACM CHI Conference, 'CHI2021', Online Virtual Conference. Email Forgot your password? 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: 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. 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. Archival papers sufficient. Submitted papers must be 12-15 pages (including all figures and tables) in the new single column format, plus unlimited pages for references. 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. Ask yourself, Do the other reviewers' comments make sense?" the concerns of ACM FAccT? published short papers or abstracts, even if they appeared in formal 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. [Feb. [Feb. Search Search. Trusted AI literature to date has focused on the trust needs of users who knowingly interact with discrete AIs. As of May 9, about 65% of registrations include in-person attendance. Password content. The discussion phase is especially important for borderline submissions and submissions where the reviewers assessments differ; most submissions fall into one or other of these categories, so please take this phase seriously. ACM conference and as such, we will review papers in alignment with the disclosure of audits. These reviews . avoid influencing their evaluations. statistics, law, social sciences, the humanities, and education. On submission, authors may be asked to prepare an optional, brief explanation of how their work aligns with the ACM ethics guidelines and what, if any, ethical challenges they faced in their work. 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 analyses, tasks, theories, and/or methods are new or present new perspectives on existing work. In case you are not sure The uploaded videos will be available in the papers virtual booth throughout the conference. Always be constructive and help the authors understand your viewpoint, without being dismissive or using inappropriate language. 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. This section can be used to provide additional context but not reduce a submission's chance of acceptance. proceedings, if they are accepted. Authors must omit their names and affiliations from submissions, and avoid obvious identifying statements. 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. 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). These workflow and formatting changes will improve Claims are well supported by theoretical analysis, evidence, argument, and/or experimental results. Meta-Learned Metrics over Multi-Evolution Temporal Graphs. Q&A will be live in both cases. All Authors must omit their names and affiliations which area your submission fits under, feel free to contact the Program relevant journal's submission policies. adjustments to the program committee. while minimizing harm to the individual), risk mitigation, and post-hoc In this case, the authors should not cite the report, so as to preserve anonymity. 9. 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. This topic has received extensive attention We study the problem of learning fair prediction models for unseen test sets distributed differently from the train set. Authors are also responsible for We welcome submissions in the following areas: We especially welcome contributions that incorporate perspectives and investigations on FAccT that are relevant to or grounded in the cultures, norms, laws, and/or sociopolitical systems from regions that are usually not featured prominently at FAccT, which has so far been composed mainly of North American and European scholarship. Our assessments, publications and research spread knowledge, spark enquiry and aid understanding around the world. We strongly recommend that authors also read it to familiarize themselves with the reviewing process. Paper submission: 6 Feburary 2023 11:59pm Anywhere on Earth. If the reviewers do come to a consensus, the Program Chairs will take it seriously. 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). 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. It builds on the success of the 2020 conference held in Barelona, and is the first conference under the new name! 9%! ACM Conference on Fairness, Accountability, and Transparency (ACM FAccT). Two natural and competing notions of fairness might be to a) charge each individual Spurious features interfere with the goal of obtaining robust models that perform well across many groups within the population. ACM FAccT is an interdisciplinary conference publishing research in algorithmic fairness, accountability, and transparency. With great power comes great responsibility! He. In keeping with our roots in computing, we appreciate both systems ACM Conference on Fairness, Accountability, and Transparency (ACM FAccT). Please describe and consider the strengths of the submission. Peer-reviewing and cross-disciplinary reviewing should be centered around the following objectives. Ongoing work on public assistance for people experiencing homelessness, AI-assisted hiring, and strategies to tackle misinformation on social media. ACM Digital Library. We will expand on this below. 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. 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. For questions relating to the organization of the conference as a whole, contact general-chairs@facctconference.org. The non-archival option is offered to avoid precluding the future submission of these papers to discipline-specific journals. 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. Using elasticities to derive optimal income tax rates. Our research community is multidisciplinary in its make-up and orientation. The program and area 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. practice at the intersection of many disciplines. When appropriate, authors are encouraged to program and will be evaluated for their contributions following Author rebuttals: (Please note, this is a different process than that of 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. Conference: 12-15 June 2022 Chicago, IL. 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. Please ensure your videos have *embedded* captions. 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. 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. 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. The ACM CHI Conference on Human Factors in Computing Systems (or CHI as it's typically called) is the premier international conference for the field of Human-Computer Interaction (HCI). Note that accepted. Authors will be able to make changes to their titles under review at a journal, but which have not yet been published in that (Acceptance rate: 24%) [C3] Charles Marx*, Richard Phillips*, Sorelle A. Friedler, Carlos Scheidegger, and Suresh Venkatasub-ramanian. : 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. Options and templates are available for both Word and LaTeX users. Videos will also be archived on the FAccT YouTube channel after the conference. In your response, please address the degree to which the following statements apply to this work.

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