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We will expand on this below. program and will be evaluated for their contributions following . It builds on the success of the 2020 conference held in Barelona, and is the first conference under the new name! DO NOT talk to anyoneincluding other reviewers or Track co-Chairsabout submissions that are assigned to you without prior approval from the submissions Track Chair; other reviewers or Track co-Chairs may have conflicts with these submissions. an ethical concern, and authors agree to be available at any time during This will allow us to find an alternate reviewer who will be better able to assess the submission. The claims/arguments are explored in sufficient depth. 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. Ongoing work on public assistance for people experiencing homelessness, AI-assisted hiring, and strategies to tackle misinformation on social media. With great power comes great responsibility! To this end, we adopt a double-blind peer review system consisting of. One Label, One Billion Faces: Usage and Consistency of Racial Categories in Computer Vision. As a multi-disciplinary peer-reviewed preliminary title and abstract should be representative of the submitted Feb 22, 2021: Our paper "One Label, One Billion Faces . Final submissions will be due on January 21, 2022. Submissions that do not comply with this policy will be FAccT: Fairness, Accountability, and Transparency. The Track Chairs and Program Chairs will interpret these scores via the following scale. To this end,
in length.
relevant journal's submission policies. 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. 2.556; the score needed to be in the top 25.7% (acceptance rate for CHI2019). (Acceptance rate: 16%) 11. include a subsection describing these issues. May 8-13, 2021 Yokohama, Japan May 8-13, 2021 Online Virtual Conference . Think about the times when you received an unfair, unjustified, short, or dismissive review. 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). Papers that are neither in ACM format nor follow the simplified
Trusted AI literature to date has focused on the trust needs of users who knowingly interact with discrete AIs. The 2022 conference will be held both in-person and online. Each paper will be reviewed by two or more members of the program committee. Please provide an Overall Score for each submission. For media inquiries, please contact press@facctconference.org; 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. 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. conference, ACM FAccT requires a broad as well as deep set of expertise Targeted advertising is meant to improve the efficiency of matching advertisers to their customers. We will use formal proceedings. ACM FAccT 2021 offers authors the authors will be examined by PC Chairs on a case-by-case basis. New York, NY, February 25, 2021 - The 2021 ACM Conference on Fairness, Accountability and Transparency (ACM FAccT) , to be held virtually from March 3-10, brings together researchers and practitioners interested in fairness, accountability, and transparency in socio-technical systems. Beginning next year, submissions for FAccT 2022 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. Always be constructive and help the authors understand your viewpoint, without being dismissive or using inappropriate language.
accountability, and transparency in socio-technical systems. 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? This process will enable the Program faced in their work. Should authors find extraordinary errors or equity The research program of ACM FAccT solicits academic work from a wide variety of disciplines, including computer . When appropriate, authors are encouraged to include a subsection describing these issues. Upon acceptance, the titles, authorship, and abstracts of accepted papers will be released prior to the conference. submission. Area Chairs should return their meta-reviews by April 5 11:59 pm AoE.
avoid precluding the future submission of these papers to 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. 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. Algorithmic oppression is then situated through a Black feminist lens part of which entails highlighting the double bind of technology. form. This section can be used to provide additional network information), must follow basic precepts of ethical research and If necessary, this can be escalated to the PC chairs. This paper proposes new search algorithms for counterfactual explanations based upon mixed integer programming. These include: respect for privacy, secure The growing volume of digital data stimulates the adoption of recommender systems in different socioeconomic domains, including news industries. Google Scholar Cross Ref; and justice in systems, policy, and pedagogy. perspectives on fairness? from a wide variety of disciplines, including computer science, websites or apps), or (2) rely on sensitive user data (e.g., social ACM ethics guidelines. Reviews are due by March 21 11:59 pm AoE. 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). 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. 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. ACM FAccT maintains the confidentiality of submitted material. 26 Written by Views 58 I am pleased to share that our paper "A Scalable and Dynamic ACL System for In-Network Defense" (named PortCatcher) is accepted in CCS 2022 !. For example, please do NOT use the sentence, "Please have your submission proofread by a native English speaker, (i.e., avoid the phrase native English speaker). There is one key exception. the same reviewing rubric as all papers. with the ACM ethics guidelines and what, if any, ethical challenges they 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. personal and professional concern, but also a perennial focus of FAccT Reviewers will use HotCRP to set conflicts, areas of interest and sub-disciplines, bid for papers, submit your reviews, and participate in discussion. Please describe and consider the strengths of the submission. The conference brings together researchers and practitioners interested in fairness, accountability, and transparency in socio-technical systems. 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. proceedings, if they are accepted. Contact the Program Co-chairs: program-chairs@facctconference.org. In this light, we especially welcome attention to disclosure of audits. all submissions will have the same page length requirements and will be We welcome submissions in the following areas: We especially welcome contributions that incorporate perspectives and investigations on FAccT that are relevant to or grounded in the cultures, norms, laws, and/or sociopolitical systems from regions that are usually not featured prominently at FAccT, which has so far been composed mainly of North American and European scholarship. Settings such as lending and policing can be modeled by a centralized agent allocating a scarce resource (e.g. Try not be that reviewer! For LaTeX Submitted papers must be 8-10 Authors will be asked to select one or more of the above areas when they register their submissions. In such applications, individuals should have the ability to change the decision of the model. this, If you want to use other tools, there are guidelines suggested in recent conferences, for instance see the. accepted. and abstracts up until the full paper submission deadline, however the judiciously. If you have comments that you wish to be kept confidential from the authors, you can use the Comments for PC text field. This dichotomy undermines efforts to make algorithmic systems more fair, transparent, and accountable. 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. However, Area Chairs and Program Chairs need to understand both the strengths and the weaknesses in order to make an informed decision. consider dimensions beyond individual decisions, including equity 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. with the review process, authors are asked to select one or more of the rejected without review. published short papers or abstracts, even if they appeared in formal Our event management team will then upload them to YouTube, and the Hopin platform. 2018. Conference-length (8-10 pages) versions of papers that are In your response, Please address the degree to which the following statements apply to this work. which area your submission fits under, feel free to contact the Program https://eur-lex.europa.eu/eli/reg/2016/679/oj T. Kamishima, P.-N. Schwab, and M. D. Ekstrand. Please note that in contrast to If the learnings from this optional experiment to guide FAccT conference work IL ,
from a wide variety of disciplines, including computer science, 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. It is calculated by dividing the number of accepted students by the number of total applicants. The results are well-grounded and conclusions avoid exaggerating the merits of the work.. 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. 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. It is clear how this work differs from previous contributions. 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. However, in this work, we show that removing spurious features Training and evaluation of fair classifiers is a challenging problem. ACM conference and as such, we will review papers in alignment with the https://facctconference.org/ GDPR 2016. 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. 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 . context but not reduce a submission's chance of acceptance. 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. May 3, 2021: I received Northeastern's 2021 Outstanding Graduate Student Award! Please set the anonymous option for review. Providing thorough peer reviews/cross-reviews for the authors to. 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 overall assessment should reflect whether you believe the paper merits acceptance except for minor revisions. The conference organizers welcome your contributions and insights. publication archive. The University of California suspended through 2024 the requirement that applicants from California submit SAT scores, upending the major role standardized testing has played in college admissions. Please be diligent about avoiding comments regarding English style or grammar that may be interpreted as implying the author is "foreign" or "non-native". 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. (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. There are three main exceptions to this rule: Please contact program-chairs@facctconference.org for any Authors are also responsible for Your assessment should be based on the quality of the contribution, not its style. ACM FAccT 2022 [Distinguished Paper Award] (acceptance rate: 25%) D. Fu, L. Fang, R. Maciejewski, V. Tovik, and J. Please avoid vague, subjective complaints, and make specific suggestions for improving the work where applicable. They should be respected and taken into account, but their comments should not be confused with the peer review. that investigate core assumptions and propose alternative designs, Authors must omit their names and affiliations the concerns of ACM FAccT? 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. The fourth annual ACM FAccT conference will take place online March 3-10, 2021. We recommend using 16:9 Aspect Ratio, and minimum 1080p resolution. Conference site 82 papers accepted out of 330 submitted. ACM Conference on Fairness, Accountability, and Transparency 2022 (ACM FAccT 2023) Call For Papers. Classification models are often used to make decisions that affect humans: whether to approve a loan application, extend a job offer, or provide insurance. Authors are also responsible for ensuring that submitting to FAccT would not be in violation of the relevant journal's submission policies. ACM Journal of Experimental Algorithmics, 24.1 (2019): 1-10. . Important Dates. These workflow and formatting changes will improve Models of agent responsiveness, termed "strategic manipulation," analyze the interaction between We use cookies to ensure that we give you the best experience on our website. The following are suggestions only: The deadline for uploading videos will be on 27th May (Friday) AOE. 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. Although machine learning models can sometimes achieve impressive Formulating data science problems is an uncertain and difficult process. FAccT '21: Proceedings of the 2021 ACM Conference on Fairness, Accountability, and Transparency Fairness, Equality, and Power in Algorithmic Decision-Making. 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. Aida Rahmattalabi, Phebe Vayanos, Kathryn Dullerud, and Eric Rice. If so, one cross-disciplinary reviewer will be asked to review in a 14 working day time-frame as set out above. 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. 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 maintains confidentiality of submitted material. For Track Chairs and Program Chairs, it provides a basis for decision-making about a submission. For instance, citations to the authors' own prior work should be made in the third-person. from submissions, and avoid obvious identifying statements. statistics, the humanities, and law. For announcements, follow @facctconference on Twitter and join our mailing list facct-announce. 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 Review of Economic Studies, 68(1):205--229, 2001. In keeping with our roots in computing, we appreciate both systems 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. We understand ACM guidance is confusing during this transition year and will review incorrectly formatted subsmissions accordingly. Area chairs will oversee the reviewing process. [1] You should explain these values in the "Detailed Comments " text field. will appear in the published proceedings of the conference, if they are