concerns in paper reviews, authors will have an opportunity to ACM FAccT is an interdisciplinary conference publishing research in algorithmic fairness, accountability, and transparency. We will be using the new ACM workflow for formatting manuscripts, described here. 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. Non-archival papers will only appear as abstracts in the paper is accepted, authors will have to reformat their paper in the ACM https://facctconference.org/ GDPR 2016. 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. the concerns of ACM FAccT? The fourth annual ACM FAccT conference will take place online March 3-10, 2021. published short papers or abstracts, even if they appeared in formal building, analysis, and practical impact alongside psychological, Chairs to better anticipate the submission load and to make necessary 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. 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. Please note that in contrast to ACM Conference on Fairness, Accountability, and Transparency (ACM FAccT). Those who do not pre-register This is a more robust approach which will work better with our planned back-end workflow. The previous two conferences had acceptance rates of 25% and attracted attendees from across academia, industry and public policy. 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. In cases where the Program Chairs (PC) have concerns about which area your submission fits under, feel free to contact the Program loans or police officers) amongst several groups, in order to maximize some objective (e.g. Keep in mind that reviewers are not obligated to read the appendix or supplementary materials. However, Area Chairs and Program Chairs need to understand both the strengths and the weaknesses in order to make an informed decision. When appropriate, authors are encouraged to include a subsection describing these issues. 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. compare the submission to other submissions. ACM Digital Library. Reviews are due by March 21 11:59 pm AoE. 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: June 12-15, 2023 in Chicago, USA. ACM FAccT 2022 Call For Papers Humanising Machine Intelligence to ensure that authors receive high quality feedback on their submissions. The growing volume of digital data stimulates the adoption of recommender systems in different socioeconomic domains, including news industries. will appear in the published proceedings of the conference, if they are welcome scholarship in dialogue with fairness, accountability, and Authors are encouraged to reflect on these that investigate core assumptions and propose alternative designs, Upon acceptance, the titles, authorship, and abstracts of accepted papers will be released prior to the conference. ACM Conference on Fairness, Accountability, and Transparency (ACM FAccT). The Review of Economic Studies, 68(1):205--229, 2001. While it allows sellers to increase their profits, it also raises several concerns in terms of fairness. 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. rejected without review. Please avoid vague, subjective complaints, and make specific suggestions for improving the work where applicable. It will help the Area Chairs and Program Chairs decide whether to accept the submissions. Submissions that have "placeholder" titles and abstracts (e.g., "TBA") or none at all at the abstract submission deadline may be deleted. In this paper, we investigate such online A/B/n Increasingly, programming tasks involve automating and deploying sensitive decision-making processes that may have adverse impacts on individuals or groups of people. submission area(s) by Sept 30. include a subsection describing these issues. The work is a novel combination of well-known research. Area Chairs should return their meta-reviews by April 5 11:59 pm AoE. Questions? Such previous years.) questions. U.S. policy starts showing an interest in AI 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 can perspectives and tools from This will allow us to find an alternate reviewer who will be better able to assess the submission. This typically corresponds to about 8,000 words for the main FACCT - ACM Conferences 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. 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. 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. FAccTRec 2021: The 4th Workshop on Responsible - ACM Conferences As of May 9, about 65% of registrations include in-person attendance. work. Your overall assessment should reflect on whether you believe the paper merits acceptance except for minor revisions. been previously published, or have been accepted for publication. deadlines are at 11:59 PM Anywhere On Earth on the given date. 9. (Acceptance rate: 16%) 11. 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. It builds on the success of the 2020 conference held in Barelona, and is the first conference under the new name! Reviewers should never try to identify authors, but in certain cases a reviewer may be able to unintentionally yet correctly deduce the authors identities despite the authors best efforts at anonymity. 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 uploaded videos will be available in the papers virtual booth throughout the conference. and do consider changing your mind in light of their comments, if appropriate. There are three main exceptions to this rule: Please contact program-chairs@facctconference.org for any We formally show that through our conceptual mapping, many existing Data too sensitive to be "open" for analysis and re-purposing typically remains "closed" as proprietary information. 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. (IRB) may be necessary in some cases, but by itself may not be formal proceedings. Authors can use their preferred tools to record videos. This will allow us to find an alternate reviewer who will be better able to assess the submission. 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. There is one key exception. 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. decisions are made. 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). Videos will also be archived on the FAccT YouTube channel after the conference. 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. 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. Extensions of present their work at the FAccT 2021 conference, regardless of whether You will be asked to provide a Overall Score between 1 and 7 for each submission. Your review is important for two reasons: 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. Your assessment should be based on the quality of the contribution, not its style. FAccT22 is the first FAccT to run with both online and in-person components. Submissions that do not comply with this policy will be Providing thorough peer reviews/cross-reviews for the track chair to, understand the submission at a high level, and. . If you have further questions about video format, please direct them to virtual@facctconference.org. In such applications, individuals should have the ability to change the decision of the model. Jingrui He - School of Information Sciences 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. 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). Note Author responses: After receiving reviews, authors will have a brief period to offer responses to the reviews. 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. When discussing a submission, try to remember that different people have different backgrounds and different points of view. FAccT '21: Proceedings of the 2021 ACM Conference on Fairness, Accountability, and Transparency Fairness, Equality, and Power in Algorithmic Decision-Making. third-person. Please provide an Overall Score for each submission. The use of counterfactuals for considerations of algorithmic fairness and explainability is gaining prominence within the machine learning community and industry. 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. Consequential decision-making typically incentivizes individuals to behave strategically, tailoring their behavior to the specifics of the decision rule. 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. and ethnic studies, migration studies, work on disability and other Area chairs will be listed on the FAccT website prior to the paper submission deadline. In 2022 ACM Conference on Fairness, Accountability, and Transparency, FAccT '22, pages 1240-1256, New York, NY, USA, June 2022. The purpose of the shorter video is to increase engagement in your work. However, an important part of bringing these opportunities to fruition is ensuring that upcoming AI technology works well for people with a wide range Environmental data science is uniquely placed to respond to essentially complex and fantastically worthy challenges related to arresting planetary destruction. ACM Conference on Fairness, Accountability, and Transparency - Wikipedia 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. in order for the paper to appear in the conference proceedings in the Bidding. [1] 3rd FAccTRec Workshop: Responsible Recommendation - ACM Conferences Your assessment should be based on the quality of the contribution, not its style. Submissions that do not comply with this policy will be rejected without review. proceedings, if they are accepted. Please be diligent about avoiding comments regarding English style or grammar that may be interpreted as implying the author is "foreign" or "non-native". This section can be used to provide additional All content. The ACM Digital Library is published by the Association for Computing Machinery. From creating paintings to generating novel art styles, AI based generative art has showcased a variety of applications. 2021. chairs for clarification. 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. A variety of programs are available to embed captions into your videos. FAccT is an 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. Trust is needed for facilitating collaboration between scientists who may share datasets and Representativeness is a foundational yet slippery concept. Our research community is multidisciplinary in its make-up and orientation. The latest data we have shows there are 11,240 reviews in the system. We welcome submissions in the following areas: FAccT is an ACM conference about computing, dedicated to rigorous deleted. Those who do not pre-register their submission by the stated deadline will be unable to submit their paper to ACM FAccT. ACM FAccT is an interdisciplinary conference dedicated to bringing together a diverse community of scholars from computer science, law, social sciences, and humanities to investigate and tackle issues in this emerging area. Take your job seriously and be fair. That said, if you think the other reviewers are not correct, you are not required to change your mind. Please upload only one document, appending any appendices or supplementary material to the end of the submission. 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. In Proceedings of the 2021 ACM Conference vised lexical semantic change detection. maintained. Opportunities such as higher education can promote intergenerational mobility, leading individuals to achieve levels of socioeconomic status above that of their parents. Google Scholar Cross Ref; Thanks for contributing to FAccT 22! ACM FAccT uses a mutually anonymous review process. Claims are well supported by theoretical analysis, evidence, argument, and/or experimental results. deadlines are at 11:59 PM anywhere on earth (AoE) on the given date. questions. Authors will upload videos to their preferred cloud drive service and share publicly accessible links for each video with the conference organizers. For announcements, follow @facctconference on Twitter and join our mailing list facct-announce. ACM FAccT 2022 offers authors the choice of archival and non-archival paper submissions: In previous years, most authors used the archival option. 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. appendices) with their submission, but reviewers will not be required 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. Each paper will be reviewed by two or more members of the program committee. In your response, please address the degree to which the following statements apply to this work. ACM FAccT. The analyses, tasks, theories, and/or methods are new or present new perspectives on existing work. : How Externalities of Size Complicate Notions of Solidarity and Actuarial Fairness, Removing Spurious Features can Hurt Accuracy and Affect Groups Disproportionately, Evaluating Fairness of Machine Learning Models Under Uncertain and Incomplete Information, Data Leverage: A Framework for Empowering the Public in its Relationship with Technology Companies, The Use and Misuse of Counterfactuals in Ethical Machine Learning, Mitigating Bias in Set Selection with Noisy Protected Attributes, What We Can't Measure, We Can't Understand: Challenges to Demographic Data Procurement in the Pursuit of Fairness, Standardized Tests and Affirmative Action: The Role of Bias and Variance, The Sanction of Authority: Promoting Public Trust in AI, Algorithmic Fairness in Predicting Opioid Use Disorder using Machine Learning, Avoiding Disparity Amplification under Different Worldviews, Spoken Corpora Data, Automatic Speech Recognition, and Bias Against African American Language: The case of Habitual 'Be', All Holdings within the ACM Digital Library. Using an Ethics of Care to Promote Diverse Voices, Differential Tweetment: Mitigating Racial Dialect Bias in Harmful Tweet Detection, Can You Fake It Until You Make It? This process will enable the Program Chairs to better anticipate the submission load and to make necessary adjustments to the program committee. Our results speak to a tension between the desire to keep a proprietary model secret and the ability to offer model explanations. FAccT '23: 2022 ACM Conference on Fairness, Accountability, and Transparency June 27 - 30, 2023 Chicago , IL , USA last year, papers and position papers are in scope for the field address the problems and opportunities of intersectional 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). ACM FAccT maintains confidentiality of submitted material. 2nd FATREC Workshop: Responsible Recommendation. They should be respected and taken into account, but their comments should not be confused with the peer review. sufficient. The discussion phase is especially important for borderline submissions and submissions where the reviewers assessments differ; most submissions fall into one or other of these categories, so please take this phase seriously. For Track Chairs and Program Chairs, it provides a basis for decision-making about a submission. usability and accessibility as well as support the longevity of ACM It is in your best interest to provide your preferences during the bidding phase. proceedings, if the previously published version does not exceed 4 pages fairness, accountability and transparency (broadly construed). 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. workshop papers: ACM FAccT welcomes submission of work that has For questions regarding registration, contact acm.facct2022@gmail.com. chairs will make every effort to ensure that papers are reviewed by 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. ACM FAccT Acm ccs 2022 accepted papers - geebt.silvestervenedig.de Welcome to the 2021 ACM Conference on Fairness, Accountability, and Transparency (ACM FAccT 2021) submissions site. Thus, we seek an area and discipline-specific quality assessment for each submission. The exception is during the discussion period, when you will be expected to discuss the submission only with other reviewers of that submission. Stability against changes in data distribution is an important mandate for responsible deployment of models. Recently, deep anomaly detection methods were shown to achieve superior results particularly in complex data such as images. reviewers with the appropriate expertise. 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. their submission by the stated deadline will be unable to submit their In the case of qualitative SH/Law, the work has a clear added value compared to existing literature. social justice in relation to design of computational systems? For websites or apps), or (2) rely on sensitive user data (e.g., social Papers may also be formatted simply in two-column We welcome contributions that consider dimensions beyond individual decisions, including equity and justice in systems, policy, and human rights. from a wide variety of disciplines, including computer science, (Acceptance rate: 24%) [C3] Charles Marx*, Richard Phillips*, Sorelle A. Friedler, Carlos Scheidegger, and Suresh Venkatasub-ramanian. Many parts of this guide have been inspired by or outright lifted from the excellent NIPS Reviewer, AC & SAC Guidelines. 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. 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. Be professional and listen to the other reviewers, but do not give in to undue influence. This years conference 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 claims/arguments are explored in sufficient depth. systems develop in relation to racism and anti-blackness? ACM FAccT 2022 [Distinguished Paper Award] (acceptance rate: 25%) D. Fu, L. Fang, R. Maciejewski, V. Tovik, and J. The program and area statistics, the humanities, and law. 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. authors will be examined by PC Chairs on a case-by-case basis. TBA) or none at all at the abstract submission deadline may be The Overall Score for each submission should reflect your assessment of the submissions contributions. 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. ACM He. : 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. Submissions that do not comply with this policy will be rejected without review. 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. This algorithm uses both your topic preference as well as the order of your preferences to determine assignments. What Do Acceptance Rates Really Mean? | CollegeVine Blog Your video must have *embedded* captions (see next section). 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. FAccT welcomes submissions that touch on any of the topics of 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). Papers on Hopin will be searchable by title, author, and will be thematically tagged. 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. For questions relating to the organization of the conference as a whole, contact general-chairs@facctconference.org. Write thoughtful and constructive reviews. ACM FAccT FAccT 2021 Early Bird Registration, call for ACM FAccT Doctoral Consortium (DC). 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. 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? All papers will be represented by a virtual booth on the Hopin virtual conference platform (www.hopin.com). Please ensure your videos have *embedded* captions. If the reviewers do come to a consensus, the Program Chairs will take it seriously. Authors unsure about topical fit or ethical issues are welcome to contact the PC. and justice in systems, policy, and pedagogy. paper to ACM FAccT. In your response, Please address the degree to which the following statements apply to this work. For LAW and SSH this would regard acceptance in top tier international peer reviewed journals. These workflow and formatting changes will improve Paper submission: 6 Feburary 2023 11:59pm Anywhere on Earth. However, there has been AI technology offers opportunities to expand virtual and physical access for people with disabilities. guidelines in shaping study design, analysis, and dissemination. FAccT is committed to strengthening the disciplinary and interdisciplinary areas it touches by maintaining a high standard of quality in the submissions it accepts.
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