from submissions, and avoid obvious identifying statements. websites or apps), or (2) rely on sensitive user data (e.g., social ACM FAccT 2021 is using the submission site facct2021.hotcrp.com. Providing thorough peer reviews/cross-reviews for the authors to. 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. Further information on the expected format and Researchers postulate that this may be a We use cookies to ensure that we give you the best experience on our website. This dichotomy undermines efforts to make algorithmic systems more fair, transparent, and accountable. field address the problems and opportunities of intersectional Simply put, a college's acceptance rate is the rate at which applicants are accepted. 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. Authors will be able to make changes to their titles and abstracts up until the full paper submission deadline, however the preliminary title and abstract should be representative of the submitted work. To this end, The Overall Score for each submission should reflect your assessment of the submissions contributions. This section can be used to provide additional On submission, authors may be In this case, the authors should not cite the report, so as to preserve anonymity. Authors must omit their names and affiliations from submissions, and avoid obvious identifying statements. deadlines are at 11:59 PM Anywhere On Earth on the given date. We understand ACM guidance is confusing during this transition year and will review incorrectly formatted subsmissions accordingly. 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 unlock the potential of millions of people worldwide. Authors of all accepted papers must The following are suggestions only: The deadline for uploading videos will be on 27th May (Friday) AOE. May 8-13, 2021 Yokohama, Japan May 8-13, 2021 Online Virtual Conference . Our results speak to a tension between the desire to keep a proprietary model secret and the ability to offer model explanations. Such comments might include explicit comparisons of the submission to other submissions and criticisms that are more bluntly stated. the same reviewing rubric as all papers. Welcome to the 2021 ACM Conference on Fairness, Accountability, and Transparency (ACM FAccT 2021) submissions site. Area Chairs should return their meta-reviews by April 5 11:59 pm AoE. FAccT '23: 2022 ACM Conference on Fairness, Accountability, and Transparency June 27 - 30, 2023 Chicago , IL , USA FAccT '23 website Bibliometrics Citation count 2,481 Downloads (6 weeks) 2,104 Downloads (12 months) 18,888 Downloads (cumulative) 84,968 Citation count 2,481 Downloads (6 weeks) 2,104 Downloads (12 months) 18,888 Stability against changes in data distribution is an important mandate for responsible deployment of models. format. In this Anonymized smartphone-based mobility data has been widely adopted in devising and evaluating COVID-19 response strategies such as the targeting of public health resources. Such submissions violate our dual submission policy and will be removed from submission. For instance, citations to the authors' own prior work should be made in the third-person. These works may be submitted as-is or in an extended form. Automated systems for detecting harmful social media content are afflicted by a variety of biases, some of which originate in their training datasets. What kinds of marginalization are relevant to Your comments should be detailed, specific, and polite. The third annual ACM FAT* Conference brings together researchers and practitioners interested in fairness, accountability, and transparency in socio-technical systems. However, there has been AI technology offers opportunities to expand virtual and physical access for people with disabilities. The research community is young but growing fast. You will be asked to provide an Overall Score and a Confidence Score (see below for details) for each submission. Learning resource allocation policies from observational data with an application to homeless services delivery. Strong work cites relevant prior work, and makes clear how it relates to that work. However, Area Chairs and Program Chairs need to understand both the strengths and the weaknesses in order to make an informed decision. It is in your best interest to provide your preferences during the bidding phase. systems develop in relation to racism and anti-blackness? The PC will take a broad view of what constitutes ACM Digital Library. statistics, the humanities, and law. learnings from this optional experiment to guide FAccT conference work Opportunities such as higher education can promote intergenerational mobility, leading individuals to achieve levels of socioeconomic status above that of their parents. 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. other forms of injustice, in society generally and within the field of 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. 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. Paper submission: 6 Feburary 2023 11:59pm Anywhere on Earth. Reviews are due by March 21 11:59 pm AoE. Should authors find extraordinary errors or equity The work appropriately represents the scholarship across cultural boundaries. https://eur-lex.europa.eu/eli/reg/2016/679/oj T. Kamishima, P.-N. Schwab, and M. D. Ekstrand. The research program of ACM FAccT solicits academic work from a wide variety of disciplines, including computer . With great power comes great responsibility! Authors are not required or expected to submit a response. 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. This booth will collect all resources (pre-recorded videos, poster, the paper itself) associated with the paper to be accessed asynchronously by all registered members of the conference, who can leave questions and comments. Confidentiality of submitted material will be 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. Submissions that have placeholder titles and abstracts (e.g., 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). This paper uses a theory of oppression to ground and extend algorithmic oppression. The Overall Score for each submission should reflect your assessment of the submissions contributions. Algorithmic systems are being adopted in a growing number of contexts, fueled by big data. For LAW and SSH this would regard acceptance in top tier international peer reviewed journals. an ethical concern, and authors agree to be available at any time during You should explain these values in the "Detailed Comments " text field. Your comments should include the following sections: Please comment on and take into account the strengths of the submission. It builds on the success of the 2020 conference held in Barelona, and is the first conference under the new name! 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. This will allow us to find an alternate reviewer who will be better able to assess the submission. Although it is only in its fifth year, FAccT has rapidly become the premiere Though familiar at first blush, it lacks a single precise meaning. social, and institutional analyses. Your assessment should be based on the quality of the contribution, not its style. above areas when they register their submissions. The latest data we have shows there are 11,240 reviews in the system. 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. To aid For general conference information, see https://facctconference.org/2021/. The ACM Digital Library is published by the Association for Computing Machinery. present their work at the FAccT 2021 conference, regardless of whether 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. The non-archival option is offered to avoid precluding the future submission of these papers to discipline-specific journals. Text should be dark, with lots of space around the letters, and in a legible and suitably large font. 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. Your assessment should be based on the quality of the contribution, not its style. 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. These include: compliance with applicable laws, respect for privacy, secure storage of sensitive data, voluntary and informed consent when appropriate, avoiding deceptive practices when not essential, beneficence (maximizing the benefits to an individual or to society while minimizing harm to the individual), risk mitigation, and post-hoc disclosure of audits. 2.556; the score needed to be in the top 25.7% (acceptance rate for CHI2019). Copyright 2023 ACM, Inc. Non-archival papers will only appear as abstracts in the The ACM Digital Library is published by the Association for Computing Machinery. Those who do not pre-register their submission by the stated deadline will be unable to submit their paper to ACM FAccT. effort by your area selections and the abstract of your paper. anonymous review process. Consequential decision-making typically incentivizes individuals to behave strategically, tailoring their behavior to the specifics of the decision rule. For LaTeX disclosure of audits. ACM FAccT maintains confidentiality of submitted material. to ensure that the best content is presented at the conference, and. You should rename your videos as YOUR_PAPERID-SHORT.mp4 and YOUR_PAPERID-LONG.mp4, for example 1234-SHORT.mp4 and 1234-LONG.mp4. Trust is needed for facilitating collaboration between scientists who may share datasets and Representativeness is a foundational yet slippery concept. Please provide an Overall Score for each submission. In keeping with our roots in computing, we appreciate both systems It will help the Area Chairs and Program Chairs decide whether to accept the submissions. 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: Questions? Best can be defined in a variety of ways, including quality, clarity, originality, interdisciplinarity and significance. Under no circumstances should you attempt to find out the identities of the authors for any of your assigned submissions (e.g., by searching on Google or arXiv). 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. journal: In such cases, we require authors to select the non-archival form. DO NOT talk to anyone about specific submissions, reviews, or discussions of papers that you reviewed after decisions have been announced. proceedings, if the previously published version does not exceed 4 pages Think about the times when you received an unfair, unjustified, short, or dismissive review. You should not let the authors identities influence your decision in any way. 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. versions that are currently under review at another conference, have It is not fair to dismiss any submission without having thoroughly read it. Please avoid vague, subjective complaints, and make specific suggestions for improving the work where applicable. publication archive. Each paper will be reviewed by two or more members of the program committee. U.S. policy starts showing an interest in AI and justice in systems, policy, and pedagogy. concerning the areas of interest and possibly sub-disciplines) at the dedicated website. 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. Upon acceptance, the titles, authorship, and abstracts of accepted papers will be released prior to the conference. avoid influencing their evaluations. Disentangling Inuence: Using disentangled representations to audit model predic- In case you are not sure Upon acceptance, the titles, authorship, and abstracts of These systems filter, sort, score, recommend, personalize, and otherwise shape human experience, increasingly making or informing decisions with major impact on access to, e.g., credit, insurance, healthcare, parole, social security, and immigration. anonymous review process. #FAccT2023 Submissions that do not comply with this policy will be rejected without review. Claims are well supported by theoretical analysis, evidence, argument, and/or experimental results. Archival and Non-archival Submissions. 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. 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? 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. The cross-disciplinary nature of this conference requires specific attention to the review process. 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. Targeted advertising is meant to improve the efficiency of matching advertisers to their customers. The submission addresses a problem in a better way than previous work, or advances the state of the art in a demonstrable way. A long line of work has therefore sought to counteract strategic behavior by designing more We study a two-stage model, in which students are 1) admitted to college on the basis of an entrance exam which is a noisy signal about their qualifications (type), and then 2) those students who were admitted to college can be hired by an employer as a We identify and explore differential access to population-level signaling (also known as information design) as a source of unequal access to opportunity. Papers may also be formatted simply in two-column users, choose format=sigconf with a two-column format. 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. 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. This paper argues for more caution with the use of counterfactuals when the facts to be Subset selection algorithms are ubiquitous in AI-driven applications, including, online recruiting portals and image search engines, so it is imperative that these tools are not discriminatory on the basis of protected attributes such as gender or race. These workflow and formatting changes will improve loans or police officers) amongst several groups, in order to maximize some objective (e.g. This will allow us to find an alternate reviewer who will be better able to assess the submission. FAccT is an ACM conference and as such, we will review papers in alignment with the The cross-disciplinary reviewer will join in the discussion as set out below but will not vote on acceptance or rejection of the paper. FAT* '19: Proceedings of the Conference on Fairness, Accountability, and Transparency, FAT* '19: Conference on Fairness, Accountability, and Transparency, Chicago , 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. Please note that in contrast to welcome scholarship in dialogue with fairness, accountability, and ACM FAccT FAccT 2021 Early Bird Registration, call for ACM FAccT Doctoral Consortium (DC). We are concerned with complex data in which variables may take any value from a contiguous range or an additional set of discrete states. and abstracts up until the full paper submission deadline, however the If this happens, please do not divulge the identities to anyone, but do tell the Track Chair that this has happened and make a note of this in the Confidential Comments to Program Chairs text field when you submit your review. 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. while minimizing harm to the individual), risk mitigation, and post-hoc And stay tuned for updates by following @facctconference on Twitter or joining the FACCT-ANNOUNCE listserv. 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. 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. When appropriate, authors are encouraged to include a subsection describing these issues. read the supplementary materials, so authors are encouraged to use them their submission by the stated deadline will be unable to submit their In cases where the Program Chairs (PC) have concerns about The submission adequately informs the reader about the research. We will expand on this below. Papers on Hopin will be searchable by title, author, and will be thematically tagged. from a wide variety of disciplines, including computer science, While news recommenders help consumers deal with information overload and increase their engagement, their Personalization is pervasive in the online space as it leads to higher efficiency for the user and higher revenue for the platform by individualizing the most relevant content for each user. practices, and policies. The research community is young but growing fast. Meta-Learned Metrics over Multi-Evolution Temporal Graphs. 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. For media inquiries, please contact press@facctconference.org; And stay tuned for updates by following @facctconference. with the review process, authors are asked to select one or more of the This typically corresponds to about 8,000 words for the main ACM FAccT is an interdisciplinary conference publishing research in algorithmic fairness, accountability, and transparency. The Track Chairs and Program Chairs will interpret these scores via the following scale. issues are welcome to contact the PC. In-person presentations must be live. The ACM CHI Conference, 'CHI2021', Online Virtual Conference. Those who do not pre-register This paper proposes new search algorithms for counterfactual explanations based upon mixed integer programming. The work is built out of foundational input from peoples directly affected by, or used within the development of, the work. Thanks for contributing to FAccT 22! ACM FAccT uses a mutually anonymous review process. Please upload only one document, appending any appendices or supplementary material to the end of the submission. 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). soundness and justification of the submission, just as it does its KDD 2022 (acceptance rate: 14.99%) L. Zheng, J. Xiong, Y. Zhu, and J. ACM The research has significance and insights relevant to practitioners, policy makers, or those beyond academia. Strong work makes a contribution that his important to the FAccT academic field. preliminary title and abstract should be representative of the submitted Your assessment should be based on the quality of the contribution, not its style. 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). A variety of programs are available to embed captions into your videos. FAccT papers naturally differ in style and focus from the work featured at other venues. The use of counterfactuals for considerations of algorithmic fairness and explainability is gaining prominence within the machine learning community and industry. 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. (September 2022) This article relies excessively on references to primary sources. 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. 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.