papers will be released prior to the conference. 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. : 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. U.S. policy starts showing an interest in AI 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. Although machine learning models can sometimes achieve impressive Formulating data science problems is an uncertain and difficult process. Authors must omit their names and affiliations from submissions, and avoid obvious identifying statements. Although it is only in its fifth year, FAccT has rapidly become the premiere Authors unsure about topical fit or ethical issues are welcome to contact the PC. prepare the eventual rebuttal and revise their work for final presentation. Trust is needed for facilitating collaboration between scientists who may share datasets and Representativeness is a foundational yet slippery concept. 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. Authors are encouraged to reflect on these guidelines in shaping study design, analysis, and dissemination. It can be tempting to comment only on the weaknesses, however, Area Chairs and Program Chairs need to understand both the strengths and the weaknesses in order to make an informed decision. previous years.) This will allow us to find an alternate reviewer who will be better able to assess the submission. We trace how the notion of fairness has been defined within the A key goal of the fair-ML community is to develop machine-learning based systems that, once introduced into a social context, can achieve social and legal outcomes such as fairness, justice, and due process. May 8-13, 2021 Yokohama, Japan May 8-13, 2021 Online Virtual Conference . their paper is archival or non-archival. 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). 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. pages (including all figures and tables), plus unlimited pages for (Acceptance rate: 24%) [C3] Charles Marx*, Richard Phillips*, Sorelle A. Friedler, Carlos Scheidegger, and Suresh Venkatasub-ramanian. 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. Trained machine learning models are increasingly used to perform high-impact tasks in areas such as law enforcement, medicine, education, and employment. versions that are currently under review at another conference, have This will allow us to find an alternate reviewer who will be better able to assess the submission. 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. The growing volume of digital data stimulates the adoption of recommender systems in different socioeconomic domains, including news industries. 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. reconsider their reviews and scores in light of rebuttals before final FAccT is committed to strengthening the disciplinary and interdisciplinary areas it touches by maintaining a high standard of quality in the submissions it accepts. and abstracts up until the full paper submission deadline, however the Please be diligent about avoiding comments regarding English style or grammar that may be interpreted as implying the author is "foreign" or "non-native". Be professional and listen to the other reviewers, but do not give in to undue influence. June 12-15, 2023 in Chicago, USA. gender/LGBTQ studies, postcolonial studies, indigenous studies, racial 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. Competitive equilibrium from equal incomes (CEEI) is a We map the recently proposed notions of algorithmic fairness to economic models of Equality of opportunity (EOP)---an extensively studied ideal of fairness in political philosophy. Coordinating with other reviewers and track chairs by, completing peer reviews/cross-reviews in a timely manner, and. For instance, citations to the authors' own prior work should be made in the third-person. Despite vigorous debates about the technical characteristics of risk assessments being deployed in the U.S. criminal justice system, remarkably little research has studied how these tools affect actual decision-making processes. storage of sensitive data, voluntary and informed consent if users are 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. Our research community is multidisciplinary in its make-up and orientation. program and will be evaluated for their contributions following DO NOT talk to anyoneincluding other reviewers or Track co-Chairsabout submissions that are assigned to you without prior approval from the submissions Track Chair; other reviewers or Track co-Chairs may have conflicts with these submissions. In such applications, individuals should have the ability to change the decision of the model. Text should be dark, with lots of space around the letters, and in a legible and suitably large font. 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. Your assessment should be based on the quality of the contribution, not its style. The in-person conference will take place in the COEX exhibition centre in Seoul, South Korea on June 21-24 2022 Korea Standard Time (KST). Please ensure your videos have *embedded* captions. The Overall Score for each submission should reflect your assessment of the submissions contributions. rejected without review. This process will enable the Program Chairs to better anticipate the submission load and to make necessary adjustments to the program committee. ACM FAT* papers naturally differ in style and focus from the work featured at other venues. diverse as those represented among FAccT authors past and present. This paper critically examines arguments against independence, a measure of group fairness also known as statistical parity and as demographic parity. Optionally, authors can upload supplementary materials (e.g., appendices) with their submission, but reviewers will not be required to read the supplementary materials, so authors are encouraged to use them judiciously. 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. ensuring that submitting to FAccT would not be in violation of the accepted. 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. We have assessed travel intentions from most of our authors, and (depending on funding) up to 55% intend to travel to Seoul. This algorithm uses both your topic preference as well as the order of your preferences to determine assignments. Beginning next year, submissions for FAccT 2022 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). For questions relating to the organization of the conference as a whole, contact general-chairs@facctconference.org. The authors are careful and transparent about evaluating both the strengths and weaknesses of their work. The Overall Score for each submission should reflect your assessment of the submissions contributions. We especially welcome contributions that paper is accepted, authors will have to reformat their paper in the ACM The Track Chairs and Program Chairs will interpret these scores via the following scale. He. 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. formatting rules, or papers exceeding the specified page length, may be 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. Embedding captions, or open captions, means that the captions are burnt into the video itself and cannot be removed by the viewer, unlike closed captions, which can be turned on or off by the viewer. 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). guidelines in shaping study design, analysis, and dissemination. The submission is clearly written and well organized. judged by the same quality standards, regardless of whether the authors study and development of computing as a field of knowledge and Peer-reviewing and cross-disciplinary reviewing should be centered around the following objectives. form. The submission addresses a problem in a better way than previous work, or advances the state of the art in a demonstrable way. Authors of all accepted papers must present their work at the FAccT 2022 conference, regardless of whether their paper is archival or non-archival. 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. deadlines are at 11:59 PM anywhere on earth (AoE) on the given date. been previously published, or have been accepted for publication. When consequential decisions are informed by algorithmic input, individuals may feel compelled to alter their behavior in order to gain a system's approval. Your comments should be detailed, specific, and polite. option after submission is discouraged but justified requests from ACM FAccT 2021 is using the submission site facct2021.hotcrp.com. Meta-Learned Metrics over Multi-Evolution Temporal Graphs. present their work at the FAccT 2021 conference, regardless of whether Papers may also be formatted simply in two-column Such submissions violate our dual submission policy and will be removed from submission. the ethics of the work in a submission, the PC will consider the ethical IL , appendices) with their submission, but reviewers will not be required to [1] 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. [Feb. [Feb. Search Search. Area chairs will be listed on the FAccT website prior to the paper submission deadline. Further information on the expected format and proceedings, if they are accepted. insufficiently addressed issues in computing such as: How do algorithmic There are lots of free options available, here are just a few suggestions: Please try to make your presentation accessible for all. 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. respond to initial reviews with a rebuttal. A variety of programs are available to embed captions into your videos. Anomaly detection aims to find instances that are considered unusual and is a fundamental problem of data science. social, and institutional analyses. FAccT '21: 2021 ACM Conference on Fairness, Accountability, and Transparency Virtual Event Canada March 3 - 10, 2021 ISBN: 978-1-4503-8309-7 Published: 01 March 2021 Sponsors: ACM Recommend ACM DL ALREADY A SUBSCRIBER? IL , ACM FAccT FAccT 2021 Early Bird Registration, call for ACM FAccT Doctoral Consortium (DC). questions. personal and professional concern, but also a perennial focus of FAccT previously appeared in non-archival venues such as workshops without In your response, Please address the degree to which the following statements apply to this work. Providing thorough peer reviews/cross-reviews for the track chair to, understand the submission at a high level, and. 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. This process will enable the Program 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. Submitted papers must be 8-10 The ACM Digital Library is published by the Association for Computing Machinery. Papers that are neither in ACM format nor follow the simplified formatting rules, or papers exceeding the specified page length, may be rejected without review. HotCRP.com signin Sign in using your HotCRP.com account. 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. For Track Chairs and Program Chairs, it provides a basis for decision-making about a 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. 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. 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. choice of archival and non-archival paper submissions: The non-archival option is offered to You should not let the authors identities influence your decision in any way. FAccT welcomes submissions that touch on any of the topics of Submitted papers must be 12-15 pages (including all figures and tables) in the new single column format, plus unlimited pages for references. Opportunities such as higher education can promote intergenerational mobility, leading individuals to achieve levels of socioeconomic status above that of their parents. 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: Author rebuttals: (Please note, this is a different process than that of Since ACM FAT* targets the implications of automated decision-making based on, e.g., machine learning, the cross-disciplinary reviews are pivotal. Area Chairs should return their meta-reviews by April 5 11:59 pm AoE. The third annual ACM FAT* Conference brings together researchers and practitioners interested in fairness, accountability, and transparency in socio-technical systems. We will be aided in this Many parts of this guide have been inspired by or outright lifted from the excellent NIPS Reviewer, AC & SAC Guidelines. This years conference The submission adequately informs the reader about the research. When discussing a submission, try to remember that different people have different backgrounds and different points of view. relevant journal's submission policies. One Label, One Billion Faces: Usage and Consistency of Racial Categories in Computer Vision. ACM FAccT 2021 offers authors the maintained. We unlock the potential of millions of people worldwide. Those who do not pre-register Your overall assessment should reflect on whether you believe the paper merits acceptance except for minor revisions. Authors are not required or expected to submit a response. Always be constructive and help the authors understand your viewpoint, without being dismissive or using inappropriate language. 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. 9%! deadlines are at 11:59 PM Anywhere On Earth on the given date. Archival vs. Non-archival Submissions ACM FAccT 2023 offers authors the choice of archival and non-archival paper submissions: practice at the intersection of many disciplines. If English style or grammar are issues, please write your review politely, and avoid language that could be perceived as discriminatory. Try not be that reviewer! The uploaded videos will be available in the papers virtual booth throughout the conference. Archival and Non-archival Submissions. This paper proposes new search algorithms for counterfactual explanations based upon mixed integer programming. transparency in computational systems, including critical approaches This typically corresponds to about 7,500 words for the main content. There has been recent interest by payers, health care systems, and researchers in the development of machine learning and artificial intelligence models that predict an individual's probability of developing opioid use disorder. Classification models are often used to make decisions that affect humans: whether to approve a loan application, extend a job offer, or provide insurance. The conference brings together researchers and practitioners interested in fairness, accountability, and transparency in socio-technical systems. from a wide variety of disciplines, including computer science, anonymous review process. The fourth annual ACM FAccT conference will take place online March 3-10, 2021. formal proceedings. Please note that in contrast to Author responses: After receiving reviews, authors will have a brief period to offer responses to the reviews. 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. The recent adoption of machine learning models in high-risk settings such as medicine has increased demand for developments in privacy and fairness. This typically corresponds to about 8,000 words for the main research for approval by each authors institutional ethics review body New York, NY, June 15, 2022 - 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. their submission by the stated deadline will be unable to submit their In keeping with our roots in computing, we appreciate both systems Authors unsure about topical fit or ethical Review content serves two purposes. 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? Extensions of How can perspectives and tools from ACM ethics guidelines. submissions violate our dual submission policy and will be removed from Conference-length versions of papers that are already under review at a journal, but which have not yet been published in that journal: In such cases, authors must select the non-archival option for the FAccT submission. The 2022 conference will be held both in-person and online. Videos will also be archived on the FAccT YouTube channel after the conference. 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. Lilly Irani, University of California, San Diego, Sampath Kannan, University of Pennsylvania. last year, papers and position papers are in scope for the Q&A will be live in both cases. 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. We welcome submissions in the following areas: FAccT is an ACM conference about computing, dedicated to rigorous ACM FAT* 2020 is using the FAT Conf 2020 HotCRP. Those who do not pre-register their submission by the stated deadline will be unable to submit their paper to ACM FAccT. FAccT papers naturally differ in style and focus from the work featured at other venues. Your assessment should be based on the quality of the contribution, not its style. 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. submission area(s) by Sept 30. Reviews are due by March 21 11:59 pm AoE. The work situates itself in the context of related work. relevant domains inform a broad perspective on how to frame and advance There is one key exception. As of May 9, about 65% of registrations include in-person attendance. 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). work. Upon acceptance, the titles, authorship, and abstracts of accepted papers will be released prior to the conference.
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