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conference, ACM FAccT requires a broad as well as deep set of expertise paper is accepted, authors will have to reformat their paper in the ACM How can perspectives and tools from 2nd FATREC Workshop: Responsible Recommendation. beneficence (maximizing the benefits to an individual or to society We understand ACM guidance is confusing during this transition year and will review incorrectly formatted subsmissions accordingly. Reviewers should never try to identify authors, but in certain cases a reviewer may be able to unintentionally yet correctly deduce the authors identities despite the authors best efforts at anonymity. You should not let the authors identities influence your decision in any way. in order for the paper to appear in the conference proceedings in the Those who do not pre-register Text should be dark, with lots of space around the letters, and in a legible and suitably large font. 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. HotCRP.com signin Sign in using your HotCRP.com account. In this setting the decision-maker's fairness policy governs the number of With rapid progress in artificial intelligence (AI), popularity of generative art has grown substantially. study and development of computing as a field of knowledge and If the reviewers do come to a consensus, the Program Chairs will take it seriously. submissions violate our dual submission policy and will be removed from Note that submitting practice at the intersection of many disciplines. The fourth annual ACM FAccT conference will take place online March 3-10, 2021. deadlines are at 11:59 PM anywhere on earth (AoE) on the given date. will take place in the context of a worldwide reckoning with racism and In-person presentations must be live. While it allows sellers to increase their profits, it also raises several concerns in terms of fairness. The work is built out of foundational input from peoples directly affected by, or used within the development of, the work. form. previous years.) Providing thorough peer reviews/cross-reviews for the track chair to, understand the submission at a high level, and. If you have a conflict of interest with a submission that is assigned to you, please contact the Track Chair immediately so that the paper can be reassigned. proceedings, if they are accepted. 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? We welcome submissions in the following areas: FAccT is an ACM conference about computing, dedicated to rigorous Submissions that have placeholder titles and abstracts (e.g., De Gregorio G and Ranchordas S Breaking Down Information Silos with Big Data: A Legal Analysis of Data Sharing. Thanks for contributing to FAccT 22! submission area(s) by Sept 30. 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. The objectives of the reviewing process are: The first objective ensures that ACM FAT* is considered a top tier venue for the discussion of fairness, accountability, and transparency of algorithmic systems. deadlines are at 11:59 PM Anywhere On Earth on the given date. 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. 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. ACM FAccT. questions. 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. 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. Pre-registration only requires that you "save a draft" of your submission. Always be constructive and help the authors understand your viewpoint, without being dismissive or using inappropriate language. This paper uses a theory of oppression to ground and extend algorithmic oppression. Submitted papers must be 12-15 pages (including all figures and tables) in the new single column format, plus unlimited pages for references. pages (including all figures and tables), plus unlimited pages for Please set the anonymous option for review. Copyright 2023 ACM, Inc. FAccT '21: Proceedings of the 2021 ACM Conference on Fairness, Accountability, and Transparency, FAccT '21: 2021 ACM Conference on Fairness, Accountability, and Transparency, Chicago , We will use From creating paintings to generating novel art styles, AI based generative art has showcased a variety of applications. Authors unsure about topical fit or ethical issues are welcome to contact the PC. 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. 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. perspectives on fairness? The work incorporates foresight on populations most likely to bear disproportionate negative effects directly related to this work. 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. We will be aided in this ACM FAccT 2021 offers authors the formatting rules, or papers exceeding the specified page length, may be 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. learnings from this optional experiment to guide FAccT conference work Related papers: Procedural Justice Framework for AI, Dynamic Resource Allocation for Community Service, Fair Smart Community Service My past projects investigated human-robot interaction. 2.556; the score needed to be in the top 25.7% (acceptance rate for CHI2019). read the supplementary materials, so authors are encouraged to use them : 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? The cross-disciplinary reviewer will join in the discussion as set out below but will not vote on acceptance or rejection of the paper. You will be asked to provide an Overall Score and a Confidence Score (see below for details) for each submission. The other should be 12-15 minutes long. Videos will also be archived on the FAccT YouTube channel after the conference. A long line of work has therefore sought to counteract strategic behavior by designing more We study a two-stage model, in which students are 1) admitted to college on the basis of an entrance exam which is a noisy signal about their qualifications (type), and then 2) those students who were admitted to college can be hired by an employer as a We identify and explore differential access to population-level signaling (also known as information design) as a source of unequal access to opportunity. Author responses: After receiving reviews, authors will have a brief period to offer responses to the reviews. Bidding. 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. ACM FAccT uses a mutually Authors will be able to make changes to their titles storage of sensitive data, voluntary and informed consent if users are The third annual ACM FAT* Conference brings together researchers and practitioners interested in fairness, accountability, and transparency in socio-technical systems. Contact the Program Co-chairs: [email protected]. It builds on the success of the 2020 conference held in Barelona, and is the first conference under the new name! The use of counterfactuals for considerations of algorithmic fairness and explainability is gaining prominence within the machine learning community and industry. U.S. policy starts showing an interest in AI (September 2022) ACM Conference on Fairness, Accountability, and Transparency (ACM FAccT, formerly known as ACM FAT*) is a peer-reviewed academic conference series about ethics and computing systems. On submission, authors may be They should be respected and taken into account, but their comments should not be confused with the peer review. Although you may have the opportunity to review this rebuttal and revise your recommendation, generally speaking, your overall assessment should reflect on whether you believe the paper merits acceptance except for minor revisions. FAccT is an 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. For accessibility related concerns, contact [email protected]. For instance, citations to the authors' own prior work should be made in the third-person. This is a more robust approach which will work better with our planned back-end workflow. If you accidentally find out the identities of the authors, please do not divulge the identities to anyone, but do tell your Track Chair that this has happened and make a note of this in the Confidential Comments to Track Chairs and PC Chairs text field. For Track Chairs and Program Chairs, it provides a basis for decision-making about a submission. 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). Papers got accepted to ACM CCS, IEEE ICC, IEEE CNS, IEEE Milcom, and. respond to initial reviews with a rebuttal. Authors are required to pre-register their papers through the submission ACM FAccT 2021 is using the submission site facct2021.hotcrp.com. Many powerful computing technologies rely on implicit and explicit data contributions from the public. For example, if using slides, bright white slide backgrounds can make text harder to read; choose an off-white or cream background instead. not submit papers that are identical, or substantially similar to Other support for diversity, equity and inclusion at FAcct 2022 will be announced. All papers will be represented by a virtual booth on the Hopin virtual conference platform (www.hopin.com). Take your job seriously and be fair. ethical considerations. and abstracts up until the full paper submission deadline, however the papers will be released prior to the conference. This paper proposes new search algorithms for counterfactual explanations based upon mixed integer programming. If the Authors of all accepted papers must 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. ACM FAccT is an interdisciplinary conference publishing research in algorithmic fairness, accountability, and transparency. ACM FAccT uses a mutually anonymous review process. and justice in systems, policy, and pedagogy. FAccT welcomes submissions that touch on any of the topics of Your assessment should be based on the quality of the contribution, not its style. Reviewer consensus is valuable, but it is not mandatory. Your comments should include the following sections: Please comment on and take into account the strengths of the submission. formal proceedings. Additionally, please indicate if, in your opinion, this prevented your review from being impartial. This paper critically examines arguments against independence, a measure of group fairness also known as statistical parity and as demographic parity. We welcome contributions that consider dimensions beyond individual decisions, including equity and justice in systems, policy, and human rights. In case you are not sure 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. SIGN IN Get Alerts for this Conference Save to Binder Export Citation Next Conference FAccT '23 Sponsor: It is useful for the Track Chairs and Program Chairs if you include a list of arguments for and against acceptance. 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. 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). Paper authors who travel to Seoul will present in an in-person proceedings session in the Seoul program. references . These reviews . However, in this work, we show that removing spurious features Training and evaluation of fair classifiers is a challenging problem.

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