Ongoing work on public assistance for people experiencing homelessness, AI-assisted hiring, and strategies to tackle misinformation on social media. questions. This process will enable the Program Many powerful computing technologies rely on implicit and explicit data contributions from the public. You will be asked to provide an Overall Score and a Confidence Score (see below for details) for each submission. choice of archival and non-archival paper submissions: The non-archival option is offered to The research community is young but growing fast. For accessibility related concerns, contact inclusion@facctconference.org. with the review process, authors are asked to select one or more of the While it allows sellers to increase their profits, it also raises several concerns in terms of fairness. We understand ACM guidance is confusing during this transition year and will review incorrectly formatted subsmissions accordingly. pages (including all figures and tables), plus unlimited pages for There is one key exception. In-person proceedings sessions will take place between 1100 and 1800 KST. ACM Conference on Fairness, Accountability, and Transparency 2022 (ACM FAccT 2023) Call For Papers. ACM ethics guidelines. transparency in computational systems, including critical approaches The PC will take a broad view of what constitutes an ethical concern, and authors agree to be available at any time during the review process to rapidly respond to queries from the PC regarding ethical considerations. chairs will make every effort to ensure that papers are reviewed by 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. 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. Copyright 2023 ACM, Inc. 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. Algorithmic oppression is then situated through a Black feminist lens part of which entails highlighting the double bind of technology. Each paper will be reviewed by members of the program committee. Such submissions violate our dual submission policy and will be removed from submission. 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 uses a mutually All papers will be represented by a virtual booth on the Hopin virtual conference platform (www.hopin.com). Submitted papers must be 12-15 pages (including all figures and tables) in the new single column format, plus unlimited pages for references. 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 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. technical soundness. in order for the paper to appear in the conference proceedings in the After the peer review and cross-disciplinary review phase, the Track Chair for each submission will initiate a discussion via HotCRP to encourage the reviewers to come to a consensus. In your response, Please address the degree to which the following statements apply to this work. with the ACM ethics guidelines and what, if any, ethical challenges they 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? There is one key exception. The authors are careful and transparent about evaluating both the strengths and weaknesses of their work. social, and institutional analyses. Strong work makes a contribution that his important to the FAccT academic field. The results or conclusions are important for the FAccT academic field. FAccT: Fairness, Accountability, and Transparency. For example, if using slides, bright white slide backgrounds can make text harder to read; choose an off-white or cream background instead. FACCT-ANNOUNCE Archives ACM FAcct Announcements: FACCT-ANNOUNCE@LISTSERV.ACM.ORG: LISTSERV Archives: FACCT-ANNOUNCE Home: Log In: Register: Subscribe or Unsubscribe: Search Archives: Options: Use Forum View Use Monospaced Font Show Text Part by Default Show All Mail Headers: Message: 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. program and will be evaluated for their contributions following Submissions that do not comply with this policy will be The analyses, tasks, theories, and/or methods are new or present new perspectives on existing work. 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). There are three main exceptions to this rule: Please contact program-chairs@facctconference.org for any It will help the Area Chairs and Program Chairs decide whether to accept the submissions. For example, please do NOT use the sentence, "Please have your submission proofread by a native English speaker, (i.e., avoid the phrase native English speaker). ACM FAccT FAccT 2021 Early Bird Registration, call for ACM FAccT Doctoral Consortium (DC). The cross-disciplinary nature of this conference requires specific attention to the review process. These workflow and formatting changes will improve FAccT '21: Proceedings of the 2021 ACM Conference on Fairness, Accountability, and Transparency March 2021 Pages 272 https://doi.org/10.1145/3442188.3445891 2021. In this case, the authors should not cite the report, so as to preserve anonymity. ACM FAT* 2020 is using the FAT Conf 2020 HotCRP. perspectives on fairness? consider dimensions beyond individual decisions, including equity Algorithmic systems are being adopted in a growing number of contexts, fueled by big data. You should rename your videos as YOUR_PAPERID-SHORT.mp4 and YOUR_PAPERID-LONG.mp4, for example 1234-SHORT.mp4 and 1234-LONG.mp4. Research challenges are not limited to technological solutions regarding potential bias, but include the question of whether decisions should be outsourced to data- and code-driven computing systems. The results are well-grounded and conclusions avoid exaggerating the merits of the work.. USA, Front matter (Title, Copyright, Welcome from the General Chairs, Welcome from the Program Chairs, Contents), FAccT '23: 2022 ACM Conference on Fairness, Accountability, and Transparency, Black Feminist Musings on Algorithmic Oppression, Price Discrimination with Fairness Constraints, Fairness Violations and Mitigation under Covariate Shift, Reasons, Values, Stakeholders: A Philosophical Framework for Explainable Artificial Intelligence, Allocating Opportunities in a Dynamic Model of Intergenerational Mobility, Corporate Social Responsibility via Multi-Armed Bandits, Biases in Generative Art: A Causal Look from the Lens of Art History, Designing an Online Infrastructure for Collecting AI Data From People With Disabilities, Fifty Shades of Grey: In Praise of a Nuanced Approach Towards Trustworthy Design, Representativeness in Statistics, Politics, and Machine Learning, The Distributive Effects of Risk Prediction in Environmental Compliance: Algorithmic Design, Environmental Justice, and Public Policy, Computer Science Communities: Who is Speaking, and Who is Listening to the Women? accountability, and transparency in socio-technical systems. Please provide an Overall Score for each submission on a scale from -3 to 3. Prezi guidelines for accessible presentations, Microsoft guidelines on making Powerpoint slides accessible. 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). Those who do not pre-register 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: 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. Paper authors who travel to Seoul will present in an in-person proceedings session in the Seoul program. You can read more on any of the above points here. If using LaTeX, please use the template given in sample-manuscript.tex when downloading the latest version of the ACM LaTeX documents. avoid precluding the future submission of these papers to . content. If necessary, this can be escalated to the PC chairs. from a wide variety of disciplines, including computer science, Should authors find extraordinary errors or equity guidelines in shaping study design, analysis, and dissemination. 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. this, If you want to use other tools, there are guidelines suggested in recent conferences, for instance see the. ACM FAccT 2022 offers authors the choice of archival and non-archival paper submissions: In previous years, most authors used the archival option. We especially welcome contributions that Here are some more useful links if you need technical support on how to make your slides accessible. for other questions/comments, hello@facctconference.org. For instance, citations to the authors' own prior work should be made in the third-person. 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. 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. 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. form. The other should be 12-15 minutes long. ACM FAccT 2022 offers authors the choice of archival and non-archival paper submissions: The submission adequately informs the reader about the research. Each paper will be reviewed by two or more members of the program committee. Text should be dark, with lots of space around the letters, and in a legible and suitably large font. Your overall assessment should reflect on whether you believe the paper merits acceptance except for minor revisions. option after submission is discouraged but justified requests from preliminary title and abstract should be representative of the submitted judiciously. ethical considerations. Though familiar at first blush, it lacks a single precise meaning. Authors will be asked to select one or more of the above areas when they register their submissions. context but not reduce a submission's chance of acceptance. ACM 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. A variety of programs are available to embed captions into your videos. Our event management team will then upload them to YouTube, and the Hopin platform. Papers will be matched to reviewers with appropriate expertise based on these designations and the paper abstract. Meta-Learned Metrics over Multi-Evolution Temporal Graphs. Online presentations may be either live or pre-recorded. papers will be released prior to the conference. Such questions are not only a matter of Please upload only one document, appending any appendices or supplementary material to the end of the submission. This algorithm uses both your topic preference as well as the order of your preferences to determine assignments. field address the problems and opportunities of intersectional deadlines are at 11:59 PM anywhere on earth (AoE) on the given date. 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. 2.556; the score needed to be in the top 25.7% (acceptance rate for CHI2019). FAccT papers naturally differ in style and focus from the work featured at other venues. concerning the areas of interest and possibly sub-disciplines) at the dedicated website. Try not be that reviewer! Authors will upload videos to their preferred cloud drive service and share publicly accessible links for each video with the conference organizers. Your comments should be detailed, specific, and polite. 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 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. questions. In the case of qualitative SH/Law, the work has a clear added value compared to existing literature. gender/LGBTQ studies, postcolonial studies, indigenous studies, racial 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. 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. Authors are not required or expected to submit a response. Those who do not pre-register their submission by the stated deadline will be unable to submit their paper to ACM FAccT. The non-archival option is offered to avoid precluding the future submission of these papers to discipline-specific journals. Papers that are neither in ACM format nor follow the simplified format. He is a recipient of the Best Paper Award at IEEE FOCS in 2005, the IBM Research Pat Goldberg Memorial Award in 2006, the Indian National Science Academy Young Scientist Award in 2011, and the Best Paper award at ACM FAccT in 2019. Papers Authors must omit their names and affiliations You will be asked to provide a Overall Score between 1 and 7 for each submission. users, choose format=sigconf with a two-column format. their paper is archival or non-archival. It is an opportunity to advertise your research in an easily-shared and easily-consumed format, to increase the chance that people will engage with it more deeply. A huge amount of effort goes into reviews. Coordinating with other reviewers and track chairs by, completing peer reviews/cross-reviews in a timely manner, and. Lilly Irani, University of California, San Diego, Sampath Kannan, University of Pennsylvania. 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. Such This section can be used to provide additional context but not reduce a submission's chance of acceptance. Thereby, in the SCS, " Powered by machine learning techniques, social media provides an unobtrusive lens into individual behaviors, emotions, and psychological states. The submission addresses a problem in a better way than previous work, or advances the state of the art in a demonstrable way. Stability against changes in data distribution is an important mandate for responsible deployment of models. All Contrastive Learning with Complex Heterogeneity. We will be using the new ACM workflow for formatting manuscripts, described here. Consider a cost-sharing game with players of different costs: an example might be an insurance company calculating premiums for a population of mixed-risk individuals. practices, and policies. 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. Archival papers In this case, the authors should not cite the report, so as to preserve anonymity. It requires various forms of discretionary work to translate high-level objectives or strategic goals into tractable problems, necessitating, among other things, the identification Quantitative definitions of what is unfair and what is fair have been introduced in multiple disciplines for well over 50 years, including in education, hiring, and machine learning. All 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 questions relating to the organization of the conference as a whole, contact general-chairs@facctconference.org. 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. Extensions of adjustments to the program committee. soundness and justification of the submission, just as it does its 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. diverse as those represented among FAccT authors past and present. references . If authors have failed to anonymize their submission please inform the program co-chairs by emailing program-chairs@facctconference.org. Conference: 12-15 June 2022 Chicago, IL. Reviewers will be invited to to ensure that authors receive high quality feedback on their submissions. conference, ACM FAccT requires a broad as well as deep set of expertise Conspicuously absent from the literature is a rigorous treatment of public trust in AI. (September 2022) This article relies excessively on references to primary sources. Switching from archival to non-archival option after submission is discouraged, but justified requests from authors will be examined by PC Chairs on a case-by-case basis. 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). Authors are encouraged to reflect on these Recent research has successfully employed social media data to predict mental health states of individuals, A single algorithm drives an important health care decision for over 70 million people in the US. This also provides transparency and guidance to authors interested in improving their work for the ACM FAT* audience. This years conference At least one author of each accepted paper is required to register for, (virtually) attend, and present the work at the conference in order for the paper to appear in the conference proceedings in the ACM Digital Library. ACM ethics guidelines. 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 2022 [Distinguished Paper Award] (acceptance rate: 25%) D. Fu, L. Fang, R. Maciejewski, V. Tovik, and J. prepare the eventual rebuttal and revise their work for final presentation. As of May 9, about 65% of registrations include in-person attendance. FAT* '19: Proceedings of the Conference on Fairness, Accountability, and Transparency, FAT* '19: Conference on Fairness, Accountability, and Transparency, Chicago , Our research community is multidisciplinary in its make-up and orientation. This typically corresponds to about 8,000 words for the main not submit papers that are identical, or substantially similar to present their work at the FAccT 2021 conference, regardless of whether 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 authors will be asked to respond to all three peer reviews and to the cross-disciplinary review (if applicable) in their rebuttal. The program and area ACM FAccT uses a mutually It is in your best interest to provide your preferences during the bidding phase. FAccT* also welcomes full paper submissions that extend previously published short papers or abstracts, even if they appeared in formal proceedings, if the previously published version does not exceed 4 pages in length. Disentangling Inuence: Using disentangled representations to audit model predic- Author rebuttals: (Please note, this is a different process than that of Please describe and consider the strengths of the submission. 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. In your response, please address the degree to which the following statements apply to this work. : 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. publication archive. Anomaly detection aims to find instances that are considered unusual and is a fundamental problem of data science. 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? been previously published, or have been accepted for publication. Beginning next year, submissions for FAccT 2022 The claims/arguments are explored in sufficient depth. Aida Rahmattalabi, Phebe Vayanos, Kathryn Dullerud, and Eric Rice. Q&A will be live in both cases. above areas when they register their submissions. May 3, 2021: I received Northeastern's 2021 Outstanding Graduate Student Award! Design slides taking into account people with Dyslexia (see e.g. social justice in relation to design of computational systems? deadlines are at 11:59 PM Anywhere On Earth on the given date. ACM FAccT 2021 offers authors the [Feb. [Feb. Search Search. SIGN IN Get Alerts for this Conference Save to Binder Export Citation Next Conference FAccT '23 Sponsor: 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. 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. Authors unsure about topical fit or ethical issues are welcome to contact the PC. 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. 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. storage of sensitive data, voluntary and informed consent if users are 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. Archival and Non-archival Submissions. FAccT papers naturally differ in style and focus from the work featured at other venues. 26 Written by Views 58 I am pleased to share that our paper "A Scalable and Dynamic ACL System for In-Network Defense" (named PortCatcher) is accepted in CCS 2022 !. Optionally, authors can upload supplementary materials (e.g., Options and templates are available for both Word and LaTeX users. that investigate core assumptions and propose alternative designs, This will allow us to find an alternate reviewer who will be better able to assess the submission. Providing thorough peer reviews/cross-reviews for the authors to. In Proceed- on Fairness, Accountability, and Transparency, FAccT ings of the Fourteenth Workshop on Semantic Evalua- '21, page 610-623, New York, NY, USA.
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