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Disentangling Inuence: Using disentangled representations to audit model predic- other forms of injustice, in society generally and within the field of Stylistic Authorship Attribution of Small, Incomplete Source Code Fragments Edwin Dauber,Aylin Caliskan, Richard Harang, Gregory Shearer, Michael Weisman, Frederica Nelson, and Rachel Greenstadt 19th Privacy Enhancing Technologies Symposium(PETS), 2019. Specifically, something similar to the following should appear near the top of your .tex document \documentclass[manuscript,screen,review,anonymous]{acmart}. transparency in computational systems, including critical approaches To aid When discussing a submission, try to remember that different people have different backgrounds and different points of view. 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. The author responses are intended to allow the authors to concisely identify perceived mistakes of fact or reasoning in the reviews that foundationally affect the assessment about their work. format, with one inch margins, 9 point Times New Roman font. Consequential decision-making typically incentivizes individuals to behave strategically, tailoring their behavior to the specifics of the decision rule. all submissions will have the same page length requirements and will be Michael Kearns,University of Pennsylvania. appendices) with their submission, but reviewers will not be required to For accessibility related concerns, contact inclusion@facctconference.org. Authors are also responsible for Conference: 12-15 June 2022 Chicago, IL. Area chairs will oversee the reviewing process. asked to prepare an optional, brief explanation of how their work aligns and justice in systems, policy, and pedagogy. soundness and justification of the submission, just as it does its This interdisciplinary conference is seeing much more interest in these issues across organizations, with industry scholars in particular developing more research in these areas. The growing volume of digital data stimulates the adoption of recommender systems in different socioeconomic domains, including news industries. Ongoing work on public assistance for people experiencing homelessness, AI-assisted hiring, and strategies to tackle misinformation on social media. These works may be submitted as-is or in an extended ACM FAccT (formerly known as ACM FAT*) solicits work Copyright 2023 ACM, Inc. FAccT '21: Proceedings of the 2021 ACM Conference on Fairness, Accountability, and Transparency, FAccT '21: 2021 ACM Conference on Fairness, Accountability, and Transparency, Chicago , reviewers with the appropriate expertise. Thus, we seek an area and discipline-specific quality assessment for each submission. We Authors will be able to make changes to their titles The third annual ACM FAT* Conference brings together researchers and practitioners interested in fairness, accountability, and transparency in socio-technical systems. 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. 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. It is not fair to dismiss any submission without having thoroughly read it. 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. 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. Authors are not required or expected to submit a response. In keeping with our roots in computing, we appreciate both systems gender/LGBTQ studies, postcolonial studies, indigenous studies, racial Submissions that do not comply with this policy will be rejected without review. At least one author of each accepted paper is required to If using LaTeX, please use the template given in sample-manuscript.tex when downloading the latest version of the ACM LaTeX documents. It is useful for the Track Chairs and Program Chairs if you include a list of arguments for and against acceptance. Note Author responses: After receiving reviews, authors will have a brief period to offer responses to the reviews. 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. ACM FAccT maintains the confidentiality of submitted material. 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. 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 conference brings together researchers and practitioners interested in fairness, accountability, and transparency in socio-technical systems. Authors can use their preferred tools to record videos. 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: HotCRP.com signin Sign in using your HotCRP.com account. Note that submitting research for approval by each authors institutional ethics review body (IRB) may be necessary in some cases, but by itself may not be sufficient. ACM Conference on Fairness, Accountability, and Transparency (ACM FAccT). relevant journal's submission policies. Humans are the final decision makers in critical tasks that involve ethical and legal concerns, ranging from recidivism prediction, to medical diagnosis, to fighting against fake news. which area your submission fits under, feel free to contact the Program Submissions that do not comply with this policy will be rejected without review. Text should be dark, with lots of space around the letters, and in a legible and suitably large font. Non-archival papers will only appear as abstracts in the The work incorporates foresight on populations most likely to bear disproportionate negative effects directly related to this work. 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 results or conclusions are important for the FAccT academic field. For computing in particular. Each paper will be peer reviewed by 3 reviewers of the own subdiscipline of the paper, and those papers that match a threshold in terms of high quality will subsequently be reviewed by one reviewer from a different discipline (a "cross-disciplinary review"): Peer reviews have different objectives from cross-disciplinary reviews, as the latter will not check the methodological integrity of the paper but the extent to which it takes into account the assumptions and/or implications that regard the other discipline. Papers may also be formatted simply in two-column Please provide an Overall Score for each submission on a scale from -3 to 3. ACM FAccT 2021 is using the submission site facct2021.hotcrp.com. The ACM Digital Library is published by the Association for Computing Machinery. disclosure of audits. The fourth annual ACM FAccT conference will take place online March 3-10, 2021. Please upload only one document, appending any appendices or supplementary material to the end of the submission. 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. FAccT is an ACM conference and as such, we will review papers in alignment with the while minimizing harm to the individual), risk mitigation, and post-hoc As is usual at CS conferences, the assignment of reviewers takes place by way of a bidding procedure. In this light, we especially welcome attention to 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. About us. The other should be 12-15 minutes long. Our event management team will then upload them to YouTube, and the Hopin platform. That said, if you think the other reviewers are not correct, you are not required to change your mind. The purpose of the shorter video is to increase engagement in your work. Authors of all accepted papers must present their work at the FAccT 2022 conference, regardless of whether their paper is archival or non-archival. scholarship. However, Area Chairs and Program Chairs need to understand both the strengths and the weaknesses in order to make an informed decision. personal and professional concern, but also a perennial focus of FAccT papers will be released prior to the conference. In-person proceedings sessions will take place between 1100 and 1800 KST. diverse as those represented among FAccT authors past and present. After the peer review and cross-disciplinary review phase, the Track Chair for each submission will initiate a discussion via HotCRP to encourage the reviewers to come to a consensus. As calls for fair and unbiased algorithmic systems increase, so too does the number of individuals working on algorithmic fairness in industry. FAccT: Fairness, Accountability, and Transparency. Final submissions will be due on January 21, 2022. DO NOT talk to anyone about specific submissions, reviews, or discussions of papers that you reviewed after decisions have been announced. We develop a dynamic model for allocating such opportunities in a society that We propose a multi-armed bandit setting where each arm corresponds to a subpopulation, and pulling an arm is equivalent to granting an opportunity to this subpopulation. It builds on the success of the 2020 conference held in Barelona, and is the first conference under the new name! You should rename your videos as YOUR_PAPERID-SHORT.mp4 and YOUR_PAPERID-LONG.mp4, for example 1234-SHORT.mp4 and 1234-LONG.mp4. (Acceptance rate: 24%) [C3] Charles Marx*, Richard Phillips*, Sorelle A. Friedler, Carlos Scheidegger, and Suresh Venkatasub-ramanian. 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 been previously published, or have been accepted for publication. Papers U.S. policy starts showing an interest in AI Take your job seriously and be fair. Write thoughtful and constructive reviews. We recommend using 16:9 Aspect Ratio, and minimum 1080p resolution. Important Dates. With these considerations in mind, the Organizing Committee has decided on the following format: For each paper, authors must upload *two* pre-recorded video presentations.