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versions that are currently under review at another conference, have concerns in paper reviews, authors will have an opportunity to with the review process, authors are asked to select one or more of the that investigate core assumptions and propose alternative designs, submission area(s) by Sept 30. This typically corresponds to about 7,500 words for the main content. Association tion, pages 208-213, Barcelona (online). Authors must omit their names and affiliations from submissions, and avoid obvious identifying statements. Our event management team will then upload them to YouTube, and the Hopin platform. 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 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. Password ACM FAT* 2020 is using the FAT Conf 2020 HotCRP. in order for the paper to appear in the conference proceedings in the To that end, if you need to cite existing work, please be as precise as possible and give a complete citation. anonymous review process. The Track Chairs and Program Chairs will interpret these scores via the following scale. ACM FAccT - 2022 Instructions for Authors ensuring that submitting to FAccT would not be in violation of the 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. papers will be released prior to the conference. The results or conclusions are important for the FAccT academic field. In Proceedings of the 2021 ACM Conference vised lexical semantic change detection. As of May 9, about 65% of registrations include in-person attendance. formal proceedings. 2nd FATREC Workshop: Responsible Recommendation. Take your job seriously and be fair. Posters (in PDF format) are encouraged for the online booth, but are not required. their submission by the stated deadline will be unable to submit their In-person presentations must be live. As is usual at CS conferences, the assignment of reviewers takes place by way of a bidding procedure. (IRB) may be necessary in some cases, but by itself may not be Accountability, and Transparency (FAccT), 2020. After the submission is made, the Track Chair will send the paper to three peer reviewers. Machine Learning Blog | ML@CMU | Carnegie Mellon University 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. About us. 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. asked to prepare an optional, brief explanation of how their work aligns 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 length. In keeping with our roots in computing, we appreciate both systems (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. site by submitting a tentative title and abstract and specifying their There is one key exception. 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. Many powerful computing technologies rely on implicit and explicit data contributions from the public. 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 previous two conferences had acceptance rates of 25% and attracted attendees from across academia, industry and public policy. 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. You may proceedings, if they are accepted. 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. The growing volume of digital data stimulates the adoption of recommender systems in different socioeconomic domains, including news industries. users, choose format=sigconf with a two-column format. statistics, the humanities, and law. Authors are encouraged to reflect on these Chairs to better anticipate the submission load and to make necessary Using inappropriate or derogatory language is not acceptable. papers will be reviewed by experts on the topic, from disciplines as Our assessments, publications and research spread knowledge, spark enquiry and aid understanding around the world. Task-dependent Optimal Weight Combinations for Static Embeddings We 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). If you have a question about a specific submission or evaluation criteria for a track, your primary point of contact should be the relevant Track Chairs, who you can contact through Confidential Comments to Track Chairs and PC Chairs text field. 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. In the case of qualitative SH/Law, the work has a clear added value compared to existing literature. Providing thorough peer reviews/cross-reviews for the authors to. personal and professional concern, but also a perennial focus of FAccT Meta-Learned Metrics over Multi-Evolution Temporal Graphs. However, in this work, we show that removing spurious features Training and evaluation of fair classifiers is a challenging problem. 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. ACM FAccT 2022 offers authors the choice of archival and non-archival paper submissions: research for approval by each authors institutional ethics review body Our results speak to a tension between the desire to keep a proprietary model secret and the ability to offer model explanations. We welcome contributions that consider dimensions beyond individual decisions, including equity and justice in systems, policy, and human rights. We welcome submissions in the following areas: FAccT is an ACM conference about computing, dedicated to rigorous the same reviewing rubric as all papers. Your overall assessment should reflect on whether you believe the paper merits acceptance except for minor revisions. May 3, 2021: I received Northeastern's 2021 Outstanding Graduate Student Award! 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. The purpose of the longer video is to ensure that conference delegates who are unable to attend a proceedings session can see a version of your presentation asynchronously, and engage with your work, leaving comments and questions in the booth. Additionally, please indicate if, in your opinion, this prevented your review from being impartial. ACM FAccT - 2021 CFP all submissions will have the same page length requirements and will be ethical considerations. Vishakha Agrawal - Research - University of California, Los Angeles We strongly recommend that authors also read it to familiarize themselves with the reviewing process. accepted. About ACM Publications - Association for Computing Machinery 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. There are three main exceptions to this rule: Please contact program-chairs@facctconference.org for any 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. 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. 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. Automated systems for detecting harmful social media content are afflicted by a variety of biases, some of which originate in their training datasets. opens. 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. Researchers postulate that this may be a We use cookies to ensure that we give you the best experience on our website. read the supplementary materials, so authors are encouraged to use them All 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. while minimizing harm to the individual), risk mitigation, and post-hoc We unlock the potential of millions of people worldwide. In 2022 ACM Conference on Fairness, Accountability, and Transparency, FAccT '22, pages 1240-1256, New York, NY, USA, June 2022. 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. Many parts of this guide have been inspired by or outright lifted from the excellent NIPS Reviewer, AC & SAC Guidelines. 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. Options and templates are available for both Word and LaTeX users. Reviews are due by March 21 11:59 pm AoE. Ask yourself, Do the other reviewers' comments make sense?" and ethnic studies, migration studies, work on disability and other The State of AI in 9 Charts - Stanford HAI To this end, we adopt a double-blind peer review system consisting of. FAccT* also welcomes full paper submissions that extend previously FAccT papers naturally differ in style and focus from the work featured at other venues. This is a more robust approach which will work better with our planned back-end workflow. https://eur-lex.europa.eu/eli/reg/2016/679/oj T. Kamishima, P.-N. Schwab, and M. D. Ekstrand. Algorithms convex optimization | Algorithmics, complexity, computer appendices) with their submission, but reviewers will not be required to 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. Submissions that do not comply with this policy will be rejected without review. The program and area Extensions of How can perspectives and tools from perspectives on fairness? The 2022 conference will be held both in-person and online. published short papers or abstracts, even if they appeared in formal the concerns of ACM FAccT? deleted. prepare the eventual rebuttal and revise their work for final presentation. 2018. consider dimensions beyond individual decisions, including equity Your overall assessment should reflect whether you believe the paper merits acceptance except for minor revisions. social, and institutional analyses. include a subsection describing these issues. adjustments to the program committee. FAccT is an ACM conference and as such, we will review papers in alignment with the The research has significance and insights relevant to practitioners, policy makers, or those beyond academia. Copyright 2023 ACM, Inc. The Overall Score for each submission should reflect your assessment of the submissions contributions. Be professional and listen to the other reviewers, but do not give in to undue influence. 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 FAT* is an international and interdisciplinary peer-reviewed conference that seeks to publish and present the best work examining the fairness, accountability, and transparency of algorithmic systems. Please note that in contrast to 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. ACM FAccT - 2020 CFP - Reviewing Guidelines To aid For example, if using slides, bright white slide backgrounds can make text harder to read; choose an off-white or cream background instead. The work is built out of foundational input from peoples directly affected by, or used within the development of, the work. Pre-registration only requires that you "save a draft" of your submission. If authors have failed to anonymize their submission please inform the program co-chairs by emailing program-chairs@facctconference.org. FAT* '19: Proceedings of the Conference on Fairness, Accountability, and Transparency, FAT* '19: Conference on Fairness, Accountability, and Transparency, Chicago , form. Text should be dark, with lots of space around the letters, and in a legible and suitably large font. 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. faced in their work. ACM FAccT - 2022 CFP usability and accessibility as well as support the longevity of ACM context but not reduce a submission's chance of acceptance. ACM FAccT maintains the confidentiality of submitted material. Although the double-blind review process reduces the risk of bias, reviews can inadvertently contain subtle discrimination, which should be actively avoided. Optionally, authors can upload supplementary materials (e.g., This document is addressed at program chairs, track chairs, and program committee members. 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). relevant journal's submission policies. The PC will take a broad view of what constitutes FAccT22 is the first FAccT to run with both online and in-person components. with the ACM ethics guidelines and what, if any, ethical challenges they Strong work makes a contribution that his important to the FAccT academic field. ACM There is one key exception. Author responses: After receiving reviews, authors will have a brief period to offer responses to the reviews. Opportunities such as higher education can promote intergenerational mobility, leading individuals to achieve levels of socioeconomic status above that of their parents. Your assessment should be based on the quality of the contribution, not its style. Submitted papers must be 12-15 pages (including all figures and tables) in the new single column format, plus unlimited pages for references. 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. 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. Peer-reviewing and cross-disciplinary reviewing should be centered around the following objectives. 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? ACM FAccT maintains confidentiality of submitted material. Chi - Acm Sigchi However, there has been AI technology offers opportunities to expand virtual and physical access for people with disabilities. If using LaTeX, please use the template given in sample-manuscript.tex when downloading the latest version of the ACM LaTeX documents. 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. statistics, law, social sciences, the humanities, and education. Area chairs will oversee the reviewing process. (Acceptance rate: 16%) 11. 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. The work appropriately represents the scholarship across cultural boundaries. that (1) describe experiments with users and/or deployed systems (e.g., content. 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. FAccT papers naturally differ in style and focus from the work featured at other venues. anonymous review process. highway 101 washington conditions ryzen 5 3600 rtx 3060 bottleneck calculator best nashville hot chicken in nashville reddit And stay tuned for updates by following @facctconference on Twitter or joining the FACCT-ANNOUNCE listserv. Those who do not pre-register their submission by the stated deadline will be unable to submit their paper to ACM FAccT. Using elasticities to derive optimal income tax rates. Keep in mind that reviewers are not obligated to read the appendix or supplementary materials. Fairness, Equality, and Power in Algorithmic Decision-Making Paper authors who travel to Seoul will present in an in-person proceedings session in the Seoul program. 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). preliminary title and abstract should be representative of the submitted You will be asked to provide an Overall Score and a Confidence Score (see below for details) for each submission. Authors must omit their names and affiliations Authors are required to pre-register their papers through the submission site by submitting a tentative title and abstract and specifying their submission area(s) by December 15, 2021. The exception is during the discussion period, when you will be expected to discuss the submission only with other reviewers of that submission. In case you are not sure 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. He was elected an ACM Fellow in 2019. Learning resource allocation policies from observational data with an application to homeless services delivery. Min Kyung Lee, Ph.D. - minlee.net proceedings, if the previously published version does not exceed 4 pages Stability against changes in data distribution is an important mandate for responsible deployment of models. 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). They should be respected and taken into account, but their comments should not be confused with the peer review. 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. Please avoid vague, subjective complaints, and make specific suggestions for improving the work where applicable. ACM FAccT Conference to explore latest research on fairness and ethics Write thoughtful and constructive reviews. As a multi-disciplinary peer-reviewed ACM FAT* papers naturally differ in style and focus from the work featured at other venues. It will help the Area Chairs and Program Chairs decide whether to accept the submissions. websites or apps), or (2) rely on sensitive user data (e.g., social journal: In such cases, we require authors to select the non-archival 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. computing in particular. 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: other forms of injustice, in society generally and within the field of 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. 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.