Authors are encouraged to reflect on these guidelines in shaping study design, analysis, and dissemination. What constitutes a "fair" allocation of the items among them? ACM conference and as such, we will review papers in alignment with the 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. Upon acceptance, the titles, authorship, and abstracts of accepted papers will be released. Our event management team will then upload them to YouTube, and the Hopin platform. 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. practices, and policies. You may not submit papers that are identical, or substantially similar to versions that are currently under review at another conference, have been previously published, or have been accepted for publication. 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. Contact the Program Co-chairs: program-chairs@facctconference.org. Furthermore, reviewers will Important Dates. 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. 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. We welcome submissions in the following areas: FAccT is an ACM conference about computing, dedicated to rigorous 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. There is one key exception. Settings such as lending and policing can be modeled by a centralized agent allocating a scarce resource (e.g. 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. Fairness, Accountability, and Transparency (FAccT) for socio-tech- nicalsystemshasbeenathrivingareaofresearchinrecentyears.An ACM conference bearing the same name has been the central venue for scholars in this area to come together, provide peer feedback to one another, and publish their work. 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. Email Forgot your password? maintained. 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. respond to initial reviews with a rebuttal. Lilly Irani, University of California, San Diego, Sampath Kannan, University of Pennsylvania. 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. study and development of computing as a field of knowledge and June 12-15, 2023 in Chicago, USA. Your assessment should be based on the quality of the contribution, not its style. TBA) or none at all at the abstract submission deadline may be relevant journal's submission policies. journal: In such cases, we require authors to select the non-archival 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. Authors unsure about topical fit or ethical issues are welcome to contact the PC. Automated systems for detecting harmful social media content are afflicted by a variety of biases, some of which originate in their training datasets. (Acceptance rate: 16%) 11. Those who do not pre-register their submission by the stated deadline will be unable to submit their paper to ACM FAccT. published short papers or abstracts, even if they appeared in formal Submitted papers must be 12-15 pages (including all figures and tables) in the new single column format, plus unlimited pages for references. 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. 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. 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. Authors must omit their names and affiliations from submissions, and avoid obvious identifying statements. FAccT welcomes submissions that touch on any of the topics of ACM ACM FAccT 2022 offers authors the choice of archival and non-archival paper submissions: avoid influencing their evaluations. adjustments to the program committee. 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. 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). 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. present their work at the FAccT 2021 conference, regardless of whether 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. Those who do not pre-register Such submissions violate our dual submission policy and will be removed from submission. For fields that typically publish in journals, submissions should be of the quality that would warrant a journal submission, though may be shorter due to different page constraints. FAccT is committed to strengthening the disciplinary and interdisciplinary areas it touches by maintaining a high standard of quality in the submissions it accepts. Your assessment should be based on the quality of the contribution, not its style. We especially welcome contributions that 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. Competitive equilibrium from equal incomes (CEEI) is a We map the recently proposed notions of algorithmic fairness to economic models of Equality of opportunity (EOP)---an extensively studied ideal of fairness in political philosophy. reconsider their reviews and scores in light of rebuttals before final Researchers postulate that this may be a We use cookies to ensure that we give you the best experience on our website. May 8-13, 2021 Yokohama, Japan May 8-13, 2021 Online Virtual Conference . Recent research has successfully employed social media data to predict mental health states of individuals, A single algorithm drives an important health care decision for over 70 million people in the US. The 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. option for the FAccT submission. 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). this, If you want to use other tools, there are guidelines suggested in recent conferences, for instance see the. 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. It builds on the success of the 2020 conference held in Barelona, and is the first conference under the new name! ACM, the Association for Computing Machinery, is the world's largest educational and scientific computing society, uniting educators, researchers, and professionals to inspire dialogue, share resources and address the field's challenges. the same reviewing rubric as all papers. Ask yourself, Do the other reviewers' comments make sense?" The conference brings together researchers and practitioners interested in fairness, network information), must follow basic precepts of ethical research and Take your job seriously and be fair. previous years.) 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. 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 ACM CHI Conference, 'CHI2021', Online Virtual Conference. Anomaly detection aims to find instances that are considered unusual and is a fundamental problem of data science. If the You should explain these values in the "Detailed Comments " text field. For example, if College A has 100,000 applicants and accepts 5,000 students, their acceptance rate is 5%. IL , ACM FAccT maintains the confidentiality of submitted material. Trusted AI literature to date has focused on the trust needs of users who knowingly interact with discrete AIs. A variety of programs are available to embed captions into your videos. placed at risk, avoiding deceptive practices when not essential, (September 2022) This article relies excessively on references to primary sources. The latest data we have shows there are 11,240 reviews in the system. Archival papers formatting rules, or papers exceeding the specified page length, may be To this end, we adopt a double-blind peer review system consisting of. We show through theory and experiment that gradient-based explanations of a model quickly reveal the model itself. ethical considerations. The ACM Digital Library is published by the Association for Computing Machinery. 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. previously appeared in non-archival venues such as workshops without work. Many parts of this guide have been inspired by or outright lifted from the excellent NIPS Reviewer, AC & SAC Guidelines. Authors are also responsible for ensuring that submitting to FAccT would not be in violation of the relevant journal's submission policies. 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. Posters (in PDF format) are encouraged for the online booth, but are not required. 9%! The research community is young but growing fast. Optionally, authors can upload supplementary materials (e.g., The results are well-grounded and conclusions avoid exaggerating the merits of the work.. You can read more on any of the above points here. format, with one inch margins, 9 point Times New Roman font. Please describe and consider the strengths of the submission. 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.
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