scholarship. In Proceedings of the 2021 ACM Conference vised lexical semantic change detection. 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. Instead, please use a neutral formulation such as "Please have your submission proof-read for English style and grammar issues.". This section can be used to provide additional statistics, law, social sciences, the humanities, and education. We welcome submissions in the following areas: FAccT is an ACM conference about computing, dedicated to rigorous 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. work. Your comments should be detailed, specific, and polite. As calls for fair and unbiased algorithmic systems increase, so too does the number of individuals working on algorithmic fairness in industry. When discussing a submission, try to remember that different people have different backgrounds and different points of view. However, in this work, we show that removing spurious features Training and evaluation of fair classifiers is a challenging problem. Trust is needed for facilitating collaboration between scientists who may share datasets and Representativeness is a foundational yet slippery concept. Disentangling Inuence: Using disentangled representations to audit model predic- Please be diligent about avoiding comments regarding English style or grammar that may be interpreted as implying the author is "foreign" or "non-native". 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. In cases where the Program Chairs (PC) have concerns about concerning the areas of interest and possibly sub-disciplines) at the dedicated website. the same reviewing rubric as all papers. proceedings, if they are accepted. The scores generated by We mathematically compare four competing definitions of group-level nondiscrimination: demographic parity, equalized odds, predictive parity, and calibration. There is one key exception. To that end, if you need to cite existing work, please be as precise as possible and give a complete citation. ACM FAccT uses a mutually For example, if using slides, bright white slide backgrounds can make text harder to read; choose an off-white or cream background instead. Think about the times when you received an unfair, unjustified, short, or dismissive review. 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). One should be 3-4 minutes long. adjustments to the program committee. 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. The University of California suspended through 2024 the requirement that applicants from California submit SAT scores, upending the major role standardized testing has played in college admissions. To this end, 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. 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. It builds on the success of the 2020 conference held in Barelona, and is the first conference under the new name! Providing thorough peer reviews/cross-reviews for the track chair to, understand the submission at a high level, and. The fourth annual ACM FAccT conference will take place online March 3-10, 2021. Ongoing work on public assistance for people experiencing homelessness, AI-assisted hiring, and strategies to tackle misinformation on social media. Authors unsure about topical fit or ethical 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. #FAccT2023 This paper uses a theory of oppression to ground and extend algorithmic oppression. 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. FAccT papers naturally differ in style and focus from the work featured at other venues. U.S. policy starts showing an interest in AI Many powerful computing technologies rely on implicit and explicit data contributions from the public. deadlines are at 11:59 PM Anywhere On Earth on the given date. Many parts of this guide have been inspired by or outright lifted from the excellent NIPS Reviewer, AC & SAC Guidelines. You should not let the authors identities influence your decision in any way. will appear in the published proceedings of the conference, if they are 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. users, choose format=sigconf with a two-column format. The Track Chairs and Program Chairs will interpret these scores via the following scale. faced in their work. Upon acceptance, the titles, authorship, and abstracts of accepted papers will be released. accepted. In case you are not sure 2nd FATREC Workshop: Responsible Recommendation. 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. Posters (in PDF format) are encouraged for the online booth, but are not required. Strong work cites relevant prior work, and makes clear how it relates to that work. Archival vs. Non-archival Submissions ACM FAccT 2023 offers authors the choice of archival and non-archival paper submissions: The Overall Score for each submission should reflect your assessment of the submissions contributions. At least one author of each accepted paper is required to Authors must omit their names and affiliations We will expand on this below. include a subsection describing these issues. 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. previous years.) Authors of all accepted papers must Association tion, pages 208-213, Barcelona (online). Chairs to better anticipate the submission load and to make necessary Conspicuously absent from the literature is a rigorous treatment of public trust in AI. not be told whether submissions under review are archival or not, to been previously published, or have been accepted for publication. The growing volume of digital data stimulates the adoption of recommender systems in different socioeconomic domains, including news industries. The recent adoption of machine learning models in high-risk settings such as medicine has increased demand for developments in privacy and fairness. The previous two conferences had acceptance rates of 25% and attracted attendees from across academia, industry and public policy. and abstracts up until the full paper submission deadline, however the register for, (virtually) attend, and present the work at the conference FAccT '21: Proceedings of the 2021 ACM Conference on Fairness, Accountability, and Transparency Fairness, Equality, and Power in Algorithmic Decision-Making. Important Dates. pages (including all figures and tables), plus unlimited pages for 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. 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? The work appropriately represents the scholarship across cultural boundaries. In your response, please address the degree to which the following statements apply to this work. avoid influencing their evaluations. (Acceptance rate: 16%) 11. the concerns of ACM FAccT? We especially welcome contributions that If so, one cross-disciplinary reviewer will be asked to review in a 14 working day time-frame as set out above. Michael Kearns,University of Pennsylvania. relevant domains inform a broad perspective on how to frame and advance Your overall assessment should reflect on whether you believe the paper merits acceptance except for minor revisions. 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. chairs for clarification. Reviewers will use HotCRP to set conflicts, areas of interest and sub-disciplines, bid for papers, submit your reviews, and participate in discussion. Meta-Learned Metrics over Multi-Evolution Temporal Graphs. When consequential decisions are informed by algorithmic input, individuals may feel compelled to alter their behavior in order to gain a system's approval. FAT* '19: Proceedings of the Conference on Fairness, Accountability, and Transparency, FAT* '19: Conference on Fairness, Accountability, and Transparency, Chicago , 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. Extensions of appendices) with their submission, but reviewers will not be required to Submissions that do not comply with this policy will be rejected without review. Authors are also responsible for social justice in relation to design of computational systems? 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. opens. ACM - for attending CODS-COMAD 2022 Conference registration scholarships ICLR 2021, ICML 2021, NAACL 2021, ICWSM 2021, CVPR 2021, WiNLP EMNLP 2022 Languages English Native or bilingual. 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. We will be aided in this We will use ACM FAccT uses a mutually anonymous review process. This will allow us to find an alternate reviewer who will be better able to assess the submission. 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? 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 , Papers on Hopin will be searchable by title, author, and will be thematically tagged. Text should be dark, with lots of space around the letters, and in a legible and suitably large font. FAccT* also welcomes full paper submissions that extend previously Pre-registration only requires that you "save a draft" of your submission. Such comments might include explicit comparisons of the submission to other submissions and criticisms that are more bluntly stated. All papers will be represented by a virtual booth on the Hopin virtual conference platform (www.hopin.com). reconsider their reviews and scores in light of rebuttals before final which area your submission fits under, feel free to contact the Program There are lots of free options available, here are just a few suggestions: Please try to make your presentation accessible for all. 9. You should rename your videos as YOUR_PAPERID-SHORT.mp4 and YOUR_PAPERID-LONG.mp4, for example 1234-SHORT.mp4 and 1234-LONG.mp4. 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. TBA) or none at all at the abstract submission deadline may be Contrastive Learning with Complex Heterogeneity. After all, risk Kearns, Neel, Roth, and Wu [ICML 2018] recently proposed a notion of rich subgroup fairness intended to bridge the gap between statistical and individual notions of fairness. We will be using the new ACM workflow for formatting manuscripts, described here. Please ensure your videos have *embedded* captions. 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. These workflow and formatting changes will improve These works may be submitted as-is or in an extended form. social, and institutional analyses. Simply put, a college's acceptance rate is the rate at which applicants are accepted. Humans are the final decision makers in critical tasks that involve ethical and legal concerns, ranging from recidivism prediction, to medical diagnosis, to fighting against fake news. Confidentiality of submitted material will be The work situates itself in the context of related work. accepted. not submit papers that are identical, or substantially similar to . FAccT welcomes submissions that touch on any of the topics of Your overall assessment should reflect whether you believe the paper merits acceptance except for minor revisions. paper is accepted, authors will have to reformat their paper in the ACM Further information on the expected format and And stay tuned for updates by following @facctconference. respond to initial reviews with a rebuttal. proceedings, if the previously published version does not exceed 4 pages Researchers postulate that this may be a We use cookies to ensure that we give you the best experience on our website. And stay tuned for updates by following @facctconference on Twitter or joining the FACCT-ANNOUNCE listserv. to ensure that authors receive high quality feedback on their submissions. and ethnic studies, migration studies, work on disability and other 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. 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. other forms of injustice, in society generally and within the field of 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. Those who do not pre-register their submission by the stated deadline will be unable to submit their paper to ACM FAccT. anonymous review process. 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. 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. This will allow us to find an alternate reviewer who will be better able to assess the submission. network information), must follow basic precepts of ethical research and For example, if College A has 100,000 applicants and accepts 5,000 students, their acceptance rate is 5%. Authors can use their preferred tools to record videos. Please describe and consider the strengths of the submission. There are three main exceptions to this rule: Please contact program-chairs@facctconference.org for any The authors are careful and transparent about evaluating both the strengths and weaknesses of their work. Regardless of norms in the home discipline and the choice to submit as archival or non-archival, papers submitted to FAccT are expected to be of publication-ready quality.
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