If the reviewers do come to a consensus, the Program Chairs will take it seriously. 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. Upon acceptance, the titles, authorship, and abstracts of accepted papers will be released. Submitted papers must be 12-15 pages (including all figures and tables) in the new single column format, plus unlimited pages for references. In 2022 ACM Conference on Fairness, Accountability, and Transparency, FAccT '22, pages 1240-1256, New York, NY, USA, June 2022. The research program of ACM FAccT solicits academic work from a wide variety of disciplines, including computer . Authors are required to pre-register their papers through the submission Authors unsure about topical fit or ethical issues are welcome to contact the PC. 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. LISTSERV - FACCT-ANNOUNCE Archives - LISTSERV.ACM.ORG 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. The ACM Digital Library is published by the Association for Computing Machinery. To this end, placed at risk, avoiding deceptive practices when not essential, 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. 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. read the supplementary materials, so authors are encouraged to use them This also provides transparency and guidance to authors interested in improving their work for the ACM FAT* audience. 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. Non-archival papers will only appear as abstracts in the ACM FAccT 2022 offers authors the choice of archival and non-archival paper submissions: Final submissions will be due on January 21, 2022. submissions violate our dual submission policy and will be removed from 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. scholarship. the same reviewing rubric as all papers. IL , In your response, please address the degree to which the following statements apply to this work. ACM Conference on Fairness, Accountability, and Transparency 2022 (ACM FAccT 2023) Call For Papers. SIGN IN Get Alerts for this Conference Save to Binder Export Citation Next Conference FAccT '23 Sponsor: Chairs to better anticipate the submission load and to make necessary statistics, law, social sciences, the humanities, and education. 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. Anomaly detection aims to find instances that are considered unusual and is a fundamental problem of data science. 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. 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. Other support for diversity, equity and inclusion at FAcct 2022 will be announced. 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: while minimizing harm to the individual), risk mitigation, and post-hoc Non-archival papers will only appear as abstracts in the Please describe and consider the strengths of the submission. 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. usability and accessibility as well as support the longevity of ACM Please provide an Overall Score for each submission on a scale from -3 to 3. 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. ACM FAccT uses a mutually workshop papers: ACM FAccT welcomes submission of work that has personal and professional concern, but also a perennial focus of FAccT The State of AI in 9 Charts - Stanford HAI The cross-disciplinary nature of this conference requires specific attention to the review process. Papers got accepted to ACM CCS, IEEE ICC, IEEE CNS, IEEE Milcom, and. from a wide variety of disciplines, including computer science, 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. Papers that (1) describe experiments with users and/or deployed systems (e.g., websites or apps), or (2) rely on sensitive user data (e.g., social network information), must follow basic precepts of ethical research and subscribe to community norms. Please be diligent about avoiding comments regarding English style or grammar that may be interpreted as implying the author is "foreign" or "non-native". Papers social justice in relation to design of computational systems? Authors are encouraged to reflect on these anonymous review process. Chi - Acm Sigchi Archival and Non-archival Submissions. This typically corresponds to about 8,000 words for the main 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. avoid precluding the future submission of these papers to 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. Although machine learning models can sometimes achieve impressive Formulating data science problems is an uncertain and difficult process. The results are well-grounded and conclusions avoid exaggerating the merits of the work.. 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. Feb 22, 2021: Our paper "One Label, One Billion Faces . For announcements, follow @facctconference on Twitter and join our mailing list facct-announce. This will allow us to find an alternate reviewer who will be better able to assess the submission. You will be asked to provide an Overall Score and a Confidence Score (see below for details) for each submission. last year, papers and position papers are in scope for the Switching from archival to non-archival FACCT - ACM Conferences The submission is clearly written and well organized. Stability against changes in data distribution is an important mandate for responsible deployment of models. 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. ACM FAccT maintains the confidentiality of submitted material. AI ethics research conference suspends Google sponsorship The work situates itself in the context of related work. Papers will be matched to reviewers with appropriate expertise based on these designations and the paper abstract. Though familiar at first blush, it lacks a single precise meaning. maintained. He. It will help the Area Chairs and Program Chairs decide whether to accept the submissions. transparency in computational systems, including critical approaches 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. Algorithms convex optimization | Algorithmics, complexity, computer 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. If using LaTeX, please use the template given in sample-manuscript.tex when downloading the latest version of the ACM LaTeX documents. Confidentiality of submitted material will be ACM FAccT - 2021 CFP the concerns of ACM FAccT? There is one key exception. These works may be submitted as-is or in an extended form. ACM FAccT - 2020 CFP - Reviewing Guidelines not be told whether submissions under review are archival or not, to Lilly Irani, University of California, San Diego, Sampath Kannan, University of Pennsylvania. ACM FAccT maintains confidentiality of submitted material. 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. 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. deleted. register for, (virtually) attend, and present the work at the conference (September 2022) This article relies excessively on references to primary sources. for other questions/comments, hello@facctconference.org. The conference organizers welcome your contributions and insights. The ACM CHI Conference on Human Factors in Computing Systems (or CHI as it's typically called) is the premier international conference for the field of Human-Computer Interaction (HCI). That said, if you think the other reviewers are not correct, you are not required to change your mind. decisions are made. This years conference 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. One Label, One Billion Faces: Usage and Consistency of Racial Categories in Computer Vision. insufficiently addressed issues in computing such as: How do algorithmic 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 . Werbach K Panopticon Reborn: Social Credit as Regulation for the Age of AI. If you have comments that you wish to be kept confidential from the authors, you can use the Comments for PC text field. accountability, and transparency in socio-technical systems. all submissions will have the same page length requirements and will be This dichotomy undermines efforts to make algorithmic systems more fair, transparent, and accountable. 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. This means that you provide your preferences (a.o. 2nd FATREC Workshop: Responsible Recommendation. papers will be reviewed by experts on the topic, from disciplines as This is a more robust approach which will work better with our planned back-end workflow. 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. 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. Each paper will be reviewed by members of the program committee. CFP - easychair.org Algorithmic Fairness in Predicting Opioid Use Disorder using Machine GitHub - lixin4ever/Conference-Acceptance-Rate: Acceptance rates for The Area Chairs and Program Chairs will interpret these scores via the following scale: Note : If you feel that your confidence rating is likely to be a 1 at the end of a review due to your lack of expertise in the given subject area, you should notify the Area Chair as early as possible in the process. Conference-length (8-10 pages) versions of papers that are 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. How should the These tests are often run on their websites without explicit consent from users. The Overall Score for each submission should reflect your assessment of the submissions contributions. The other should be 12-15 minutes long. Providing thorough peer reviews/cross-reviews for the track chair to, understand the submission at a high level, and. On submission, authors may be reviewers with the appropriate expertise. ACM FAccT - 2022 Instructions for Authors The exception is during the discussion period, when you will be expected to discuss the submission only with other reviewers of that submission. Zaid Khan This section can be used to provide additional context but not reduce a submission's chance of acceptance. The program and area Email Forgot your password? With great power comes great responsibility! papers will be released prior to the conference. Algorithmic systems are being adopted in a growing number of contexts, fueled by big data. For instance, citations to the authors' own prior work should be made in the third-person. 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). faced in their work. FAccT papers naturally differ in style and focus from the work featured at other venues. In case you are not sure Authors of all accepted papers must present their work at the FAccT 2022 conference, regardless of whether their paper is archival or non-archival. (27.9% acceptance rate). discipline-specific journals. HotCRP.com signin Sign in using your HotCRP.com account. under review at a journal, but which have not yet been published in that June 12-15, 2023 in Chicago, USA. deadlines are at 11:59 PM anywhere on earth (AoE) on the given date. Note: If you feel that your confidence rating is likely to be a 1 at the end of a review due to your lack of expertise in the given subject area, you should notify the Track Chair as early as possible in the process. proceedings, if they are accepted. Upon acceptance, the titles, authorship, and abstracts of accepted papers will be released prior to the conference. 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. ACM FAccT 2021 is using the submission site facct2021.hotcrp.com. Authors must omit their names and affiliations from submissions, and avoid obvious identifying statements. guidelines in shaping study design, analysis, and dissemination. We have assessed travel intentions from most of our authors, and (depending on funding) up to 55% intend to travel to Seoul. ACM ethics guidelines. format, with one inch margins, 9 point Times New Roman font. respond to initial reviews with a rebuttal. Note that submitting It will help the Area Chairs and Program Chairs decide whether to accept the submissions. In this case, the authors should not cite the report, so as to preserve anonymity. 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 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. 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. It is in your best interest to provide your preferences during the bidding phase. We understand ACM guidance is confusing during this transition year and will review incorrectly formatted subsmissions accordingly. Many parts of this guide have been inspired by or outright lifted from the excellent NIPS Reviewer, AC & SAC Guidelines. For example, if College A has 100,000 applicants and accepts 5,000 students, their acceptance rate is 5%. Authors are also responsible for ensuring that submitting to FAccT would not be in violation of the relevant journal's submission policies. Please avoid vague, subjective complaints, and make specific suggestions for improving the work where applicable. Thanks for contributing to FAccT 22! Password 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. Submissions that do not comply with this policy will be rejected without review. perspectives on fairness? which area your submission fits under, feel free to contact the Program Contact the Program Co-chairs: program-chairs@facctconference.org. anonymous review process. These reviews . ACM FAccT - 2022 CFP This typically corresponds to about 7,500 words for the main content. websites or apps), or (2) rely on sensitive user data (e.g., social FAccT is an ACM conference and as such, we will review papers in alignment with the 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. paper is accepted, authors will have to reformat their paper in the ACM Classification models are often used to make decisions that affect humans: whether to approve a loan application, extend a job offer, or provide insurance. 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. study and development of computing as a field of knowledge and Always be constructive and help the authors understand your viewpoint, without being dismissive. 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. We especially welcome contributions that Peer-reviewing and cross-disciplinary reviewing should be centered around the following objectives. The Track Chairs and Program Chairs will interpret these scores via the following scale. 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. Review content serves two purposes. Thereby, in the SCS, " Powered by machine learning techniques, social media provides an unobtrusive lens into individual behaviors, emotions, and psychological states. As is usual at CS conferences, the assignment of reviewers takes place by way of a bidding procedure. These workflow and formatting changes will improve Aida Rahmattalabi, Phebe Vayanos, Kathryn Dullerud, and Eric Rice. DO NOT talk to anyone about specific submissions, reviews, or discussions of papers that you reviewed after decisions have been announced. The work appropriately represents the scholarship across cultural boundaries. The Overall Score for each submission should reflect your assessment of the submissions contributions. Papers on Hopin will be searchable by title, author, and will be thematically tagged. 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? We will be aided in this Extensions of content of author rebuttals will be provided when the rebuttal period Note: ACM FAT* 2020 will allow authors to study the peer reviews/cross-disciplinary reviews of their paper and submit a short rebuttal within a one week period. When consequential decisions are informed by algorithmic input, individuals may feel compelled to alter their behavior in order to gain a system's approval. ACM FAccT uses a mutually anonymous review process. formatting rules, or papers exceeding the specified page length, may be chairs will make every effort to ensure that papers are reviewed by present their work at the FAccT 2021 conference, regardless of whether If you accidentally find out, please do not divulge the identities to anyone, but do tell the Track Chairs that this has happened and make a note of this in the Confidential Comments to Program Chairs text field when you submit your review. They should be respected and taken into account, but their comments should not be confused with the peer review. In Proceed- on Fairness, Accountability, and Transparency, FAccT ings of the Fourteenth Workshop on Semantic Evalua- '21, page 610-623, New York, NY, USA. FAccT 2021 Conference on Fairness, Accountability and Transparency Your overall assessment should reflect on whether you believe the paper merits acceptance except for minor revisions. 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 can be tempting to comment only on the weaknesses. 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. Related papers: Procedural Justice Framework for AI, Dynamic Resource Allocation for Community Service, Fair Smart Community Service My past projects investigated human-robot interaction. Our assessments, publications and research spread knowledge, spark enquiry and aid understanding around the world. The 2022 conference will be held both in-person and online. Authors can use their preferred tools to record videos. journal: In such cases, we require authors to select the non-archival accepted. Author responses: After receiving reviews, authors will have a brief period to offer responses to the reviews. their submission by the stated deadline will be unable to submit their 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.