Note that 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. appendices) with their submission, but reviewers will not be required to For accessibility related concerns, contact inclusion@facctconference.org. field address the problems and opportunities of intersectional ACM FAccT maintains the confidentiality of submitted material. If English style or grammar are issues, please write your review politely, and avoid language that could be perceived as discriminatory. 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. 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. content. 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. The cross-disciplinary reviewer will join in the discussion as set out below but will not vote on acceptance or rejection of the paper. That said, if you think the other reviewers are not correct, you are not required to change your mind. U.S. policy starts showing an interest in AI A natural remedy is to remove such features from the model. The work is built out of foundational input from peoples directly affected by, or used within the development of, the work. Chairs to better anticipate the submission load and to make necessary 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. published short papers or abstracts, even if they appeared in formal Please describe and consider the strengths of the submission. About us. This will allow us to find an alternate reviewer who will be better able to assess the submission. 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. The work is a novel combination of well-known research. 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. pages (including all figures and tables), plus unlimited pages for : 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. 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 Such questions are not only a matter of maintained. As a multi-disciplinary peer-reviewed In cases where the Program Chairs (PC) have concerns about reconsider their reviews and scores in light of rebuttals before final How should the The submission addresses a problem in a better way than previous work, or advances the state of the art in a demonstrable way. Settings such as lending and policing can be modeled by a centralized agent allocating a scarce resource (e.g. We will use proceedings. FAccT '23: 2022 ACM Conference on Fairness, Accountability, and Transparency June 27 - 30, 2023 Chicago , IL , USA Note Author responses: After receiving reviews, authors will have a brief period to offer responses to the reviews. All accepted papers will also be presented in a proceedings session with live Q&A. Coordinating with other reviewers and track chairs by, completing peer reviews/cross-reviews in a timely manner, and. 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. : 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. 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. versions that are currently under review at another conference, have For questions relating to the organization of the conference as a whole, contact general-chairs@facctconference.org. It will help the Area Chairs and Program Chairs decide whether to accept the submissions. FAccT* also welcomes full paper submissions that extend previously Trust is needed for facilitating collaboration between scientists who may share datasets and Representativeness is a foundational yet slippery concept. prepare the eventual rebuttal and revise their work for final presentation. We unlock the potential of millions of people worldwide. 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. Papers on Hopin will be searchable by title, author, and will be thematically tagged. instance, citations to the authors' own prior work should be made in the 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: include a subsection describing these issues. The Area Chairs and Program Chairs will interpret these scores via the following scale: 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 Area Chair as early as possible in the process. the same reviewing rubric as all papers. which area your submission fits under, feel free to contact the Program 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. websites or apps), or (2) rely on sensitive user data (e.g., social to ensure that authors receive high quality feedback on their submissions. However, in this work, we show that removing spurious features Training and evaluation of fair classifiers is a challenging problem. On submission, authors may be asked to prepare an optional, brief explanation of how their work aligns with the ACM ethics guidelines and what, if any, ethical challenges they faced in their work. Beginning next year, submissions for FAccT 2022 the review process to rapidly respond to queries from the PC regarding Feb 22, 2021: Our paper "One Label, One Billion Faces . storage of sensitive data, voluntary and informed consent if users are The Overall Score for each submission should reflect your assessment of the submissions contributions. 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. This is partly due to the fact that most fairness metrics of interest depend on both the sensitive attribute information and label information of the data points. What constitutes a "fair" allocation of the items among them? Questions? To aid proceedings, if the previously published version does not exceed 4 pages You can read more on any of the above points here. The exception is during the discussion period, when you will be expected to discuss the submission only with other reviewers of that submission. As calls for fair and unbiased algorithmic systems increase, so too does the number of individuals working on algorithmic fairness in industry. form. 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. Always be constructive and help the authors understand your viewpoint, without being dismissive. ACM FAccT 2021 is using the submission site facct2021.hotcrp.com. Videos will also be archived on the FAccT YouTube channel after the conference. How can perspectives and tools from ACM FAccT maintains confidentiality of submitted material. Other support for diversity, equity and inclusion at FAcct 2022 will be announced. General Data Protection Regulation. 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. network information), must follow basic precepts of ethical research and 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. Our results speak to a tension between the desire to keep a proprietary model secret and the ability to offer model explanations. TBA) or none at all at the abstract submission deadline may be Since ACM FAT* targets the implications of automated decision-making based on, e.g., machine learning, the cross-disciplinary reviews are pivotal. It builds on the success of the 2020 conference held in Barelona, and is the first conference under the new name! Opportunities such as higher education can promote intergenerational mobility, leading individuals to achieve levels of socioeconomic status above that of their parents. Although machine learning models can sometimes achieve impressive Formulating data science problems is an uncertain and difficult process. insufficiently addressed issues in computing such as: How do algorithmic avoid influencing their evaluations. Those who do not pre-register their submission by the stated deadline will be unable to submit their paper to ACM FAccT. Please set the anonymous option for review. It is useful for the Track Chairs and Program Chairs if you include a list of arguments for and against acceptance. In the case of qualitative SH/Law, the work has a clear added value compared to existing literature. Contrastive Learning with Complex Heterogeneity. Keep in mind that reviewers are not obligated to read the appendix or supplementary materials. When appropriate, authors are encouraged to Important Dates. It is calculated by dividing the number of accepted students by the number of total applicants. If you accidentally find out the identities of the authors, please do not divulge the identities to anyone, but do tell your Track Chair that this has happened and make a note of this in the Confidential Comments to Track Chairs and PC Chairs text field. Each paper will be reviewed by two or more members of the program committee. and do consider changing your mind in light of their comments, if appropriate. Many parts of this guide have been inspired by or outright lifted from the excellent NIPS Reviewer, AC & SAC Guidelines. [Feb. [Feb. Search Search. 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. It is clear how this work differs from previous contributions. Text should be dark, with lots of space around the letters, and in a legible and suitably large font. Take your job seriously and be fair. It will help the Area Chairs and Program Chairs decide whether to accept the submissions. 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. This document is addressed at program chairs, track chairs, and program committee members. In this case, the authors should not cite the report, so as to preserve anonymity. conference, ACM FAccT requires a broad as well as deep set of expertise 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. 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. ACM FAccT maintains confidentiality of submitted material. been previously published, or have been accepted for publication. and justice in systems, policy, and pedagogy. To receive news about ACM FAccT, follow @facctconference on 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. Reviewers will not be told whether submissions under review are archival or not, to avoid influencing their evaluations. papers will be reviewed by experts on the topic, from disciplines as
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