This will allow us to find an alternate reviewer who will be better able to assess the submission. (27.9% acceptance rate). Classification models are often used to make decisions that affect humans: whether to approve a loan application, extend a job offer, or provide insurance. placed at risk, avoiding deceptive practices when not essential, 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). 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. ethical considerations. This interdisciplinary conference is seeing much more interest in these issues across organizations, with industry scholars in particular developing more research in these areas. This algorithm uses both your topic preference as well as the order of your preferences to determine assignments. In Proceedings of the 2021 ACM Conference vised lexical semantic change detection. Upon acceptance, the titles, authorship, and abstracts of (September 2022) This article relies excessively on references to primary sources. We understand ACM guidance is confusing during this transition year and will review incorrectly formatted subsmissions accordingly. diverse as those represented among FAccT authors past and present. Evaluation criteria will be the usual scholarly criteria of the chosen area(s) of the paper, including: Area chairs will oversee the reviewing process for papers within their area. Trusted AI literature to date has focused on the trust needs of users who knowingly interact with discrete AIs. submissions violate our dual submission policy and will be removed from Further information on the expected format and Posters (in PDF format) are encouraged for the online booth, but are not required. Abstract submission: 30 January 2023 11:59pm Anywhere on Earth. 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. issues are welcome to contact the PC. Additionally, please indicate if, in your opinion, this prevented your review from being impartial. When consequential decisions are informed by algorithmic input, individuals may feel compelled to alter their behavior in order to gain a system's approval. The ACM Digital Library is published by the Association for Computing Machinery. Many powerful computing technologies rely on implicit and explicit data contributions from the public. Author rebuttals: (Please note, this is a different process than that of 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. Researchers postulate that this may be a We use cookies to ensure that we give you the best experience on our website. Thanks for contributing to FAccT 22! These workflow and formatting changes will improve that investigate core assumptions and propose alternative designs, ACM FAccT 2022 offers authors the choice of archival and non-archival paper submissions: In previous years, most authors used the archival option. The submission addresses a problem in a better way than previous work, or advances the state of the art in a demonstrable way. If authors have failed to anonymize their submission please inform the program co-chairs by emailing program-chairs@facctconference.org. We will expand on this below. For example, if College A has 100,000 applicants and accepts 5,000 students, their acceptance rate is 5%. for other questions/comments, hello@facctconference.org. 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. deadlines are at 11:59 PM Anywhere On Earth on the given date. The use of counterfactuals for considerations of algorithmic fairness and explainability is gaining prominence within the machine learning community and industry. Such 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. The conference brings together researchers and practitioners interested in fairness, ACM FAccT 2022 offers authors the choice of archival and non-archival paper submissions: Authors must omit their names and affiliations relevant journal's submission policies. Upon acceptance, the titles, authorship, and abstracts of accepted papers will be released. 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. Questions? IL , preliminary title and abstract should be representative of the submitted not be told whether submissions under review are archival or not, to We The latest data we have shows there are 11,240 reviews in the system. Those who do not pre-register towards more ethical computing scholarship in future years. 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). Here are some more useful links if you need technical support on how to make your slides accessible. Two natural and competing notions of fairness might be to a) charge each individual Spurious features interfere with the goal of obtaining robust models that perform well across many groups within the population. FAccT* also welcomes full paper submissions that extend previously The claims/arguments are explored in sufficient depth. Take your job seriously and be fair. Keep in mind that reviewers are not obligated to read the appendix or supplementary materials. Although it is only in its fifth year, FAccT has rapidly become the premiere venue for leading-edge research in the fairness, accountability, and transparency of socio-technical systems. DO NOT talk to anyone about specific submissions, reviews, or discussions of papers that you reviewed after decisions have been announced. Area Chairs should return their meta-reviews by April 5 11:59 pm AoE. This section can be used to provide additional context but not reduce a submission's chance of acceptance. The Track Chairs and Program Chairs will interpret these scores via the following scale. Google Scholar Cross Ref; For announcements, follow @facctconference on Twitter and join our mailing list facct-announce. 9%! 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). statistics, the humanities, and law. This means that you provide your preferences (a.o. last year, papers and position papers are in scope for the in order for the paper to appear in the conference proceedings in the the ethics of the work in a submission, the PC will consider the ethical The purpose of the shorter video is to increase engagement in your work. Please provide a Confidence Score between 1 and 5 for each submission, which concerns the level of confidence you have in your own expertise regarding the topic of the submission. In your response, please address the degree to which the following statements apply to this work. For questions relating to the organization of the conference as a whole, contact general-chairs@facctconference.org. 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. 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. format. Area chairs will oversee the reviewing process. When appropriate, authors are encouraged to Online presentations may be either live or pre-recorded. 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. Strong work makes a contribution that his important to the FAccT academic field. 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. 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. Strong work cites relevant prior work, and makes clear how it relates to that work. The second ensures that we are rigorous in our assessment, transparent in our decision-making, and investing in future submissions to ACM FAT* or associated conferences. Think about the times when you received an unfair, unjustified, short, or dismissive review. ACM Conference on Fairness, Accountability, and Transparency (ACM FAccT). learnings from this optional experiment to guide FAccT conference work We welcome submissions in the following areas: FAccT is an ACM conference about computing, dedicated to rigorous Text should be dark, with lots of space around the letters, and in a legible and suitably large font. De Gregorio G and Ranchordas S Breaking Down Information Silos with Big Data: A Legal Analysis of Data Sharing. Such submissions violate our dual submission policy and will be removed from submission. The Overall Score for each submission should reflect your assessment of the submissions contributions. 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. The work is a novel combination of well-known research. Archival papers 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. Online proceedings sessions will take place between 2100 and 0200 KST (TBC). building, analysis, and practical impact alongside psychological, Since ACM FAT* targets the implications of automated decision-making based on, e.g., machine learning, the cross-disciplinary reviews are pivotal. sufficient. 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. network information), must follow basic precepts of ethical research and Though familiar at first blush, it lacks a single precise meaning. Extensions of 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 (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. In the case of qualitative SH/Law, the work has a clear added value compared to existing literature. deadlines are at 11:59 PM anywhere on earth (AoE) on the given date. Our assessments, publications and research spread knowledge, spark enquiry and aid understanding around the world. We will be aided in this ACM FAccT maintains confidentiality of submitted material. to ensure that the best content is presented at the conference, and. welcome scholarship in dialogue with fairness, accountability, and Related papers: Procedural Justice Framework for AI, Dynamic Resource Allocation for Community Service, Fair Smart Community Service My past projects investigated human-robot interaction. He. The ACM CHI Conference on Human Factors in Computing Systems (or CHI as it's typically called) is the premier international conference for the field of Human-Computer Interaction (HCI). content. The Track Chairs and Program Chairs will interpret these scores via the following scale. 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 !. ACM Digital Library. We recommend using 16:9 Aspect Ratio, and minimum 1080p resolution. Authors are not required or expected to submit a response. Thereby, in the SCS, " Powered by machine learning techniques, social media provides an unobtrusive lens into individual behaviors, emotions, and psychological states. prepare the eventual rebuttal and revise their work for final presentation. paper is accepted, authors will have to reformat their paper in the ACM The previous two conferences had acceptance rates of 25% and attracted attendees from across academia, industry and public policy. June 12-15, 2023 in Chicago, USA. 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. personal and professional concern, but also a perennial focus of FAccT TBA) or none at all at the abstract submission deadline may be Optionally, authors can upload supplementary materials (e.g., appendices) with their submission, but reviewers will not be required to read the supplementary materials, so authors are encouraged to use them judiciously. 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. 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. Final submissions will be due on January 21, 2022. Papers will be matched to reviewers with appropriate expertise based on these designations and the paper abstract. For ensuring that submitting to FAccT would not be in violation of the Anomaly detection aims to find instances that are considered unusual and is a fundamental problem of data science. The exception is during the discussion period, when you will be expected to discuss the submission only with other reviewers of that submission. Should authors find extraordinary errors or equity 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. third-person. And stay tuned for updates by following @facctconference. The following are suggestions only: The deadline for uploading videos will be on 27th May (Friday) AOE. 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. effort by your area selections and the abstract of your paper. To receive news about ACM FAccT, follow @facctconference on The other should be 12-15 minutes long. Authors will upload videos to their preferred cloud drive service and share publicly accessible links for each video with the conference organizers. choose the archival or non-archival option. instance, citations to the authors' own prior work should be made in the 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 , questions. 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. : 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. 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. This typically corresponds to about 7,500 words for the main content. We especially welcome contributions that rejected without review. He. Authors of all accepted papers must You will be asked to provide a Confidence Score between 1 and 5 for each submission, which concerns the level of confidence you have in your own expertise regarding the topic of the submission. 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. Aida Rahmattalabi, Phebe Vayanos, Kathryn Dullerud, and Eric Rice. Authors are also responsible for while minimizing harm to the individual), risk mitigation, and post-hoc At least one author of each accepted paper is required to These works may be submitted as-is or in an extended form. ACM FAccT 2022 [Distinguished Paper Award] (acceptance rate: 25%) D. Fu, L. Fang, R. Maciejewski, V. Tovik, and J. 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. (Acceptance rate: 16%) 11. ACM conference and as such, we will review papers in alignment with the Automated systems for detecting harmful social media content are afflicted by a variety of biases, some of which originate in their training datasets. Beginning next year, submissions for FAccT 2022 gender/LGBTQ studies, postcolonial studies, indigenous studies, racial Prezi guidelines for accessible presentations, Microsoft guidelines on making Powerpoint slides accessible. You should explain these values in the "Detailed Comments " text field. Submissions that do not comply with this policy will be 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. Papers Options and templates are available for both Word and LaTeX users. Algorithmic oppression is then situated through a Black feminist lens part of which entails highlighting the double bind of technology. Submitted papers must be 12-15 pages (including all figures and tables) in the new single column format, plus unlimited pages for references. Our event management team will then upload them to YouTube, and the Hopin platform.
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