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We especially welcome contributions that Authors will be asked to select one or more of the above areas when they register their submissions. As of May 9, about 65% of registrations include in-person attendance. Submissions that do not comply with this policy will be This means that you provide your preferences (a.o. These reviews . 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 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. all submissions will have the same page length requirements and will be https://facctconference.org/ GDPR 2016. Engage actively in the discussion phase for each of the submissions that you are assigned, even if you are not specifically prompted to do so by the corresponding track chair. 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. We welcome contributions that consider dimensions beyond individual decisions, including equity and justice in systems, policy, and human rights. 2.556; the score needed to be in the top 25.7% (acceptance rate for CHI2019). personal and professional concern, but also a perennial focus of FAccT ACM FAccT - 2022 CFP study and development of computing as a field of knowledge and Our research community is multidisciplinary in its make-up and orientation. Authors are not required or expected to submit a response. In-person presentations must be live. Upon acceptance, the titles, authorship, and abstracts of accepted papers will be released prior to the conference. And stay tuned for updates by following @facctconference on Twitter or joining the FACCT-ANNOUNCE listserv. Although machine learning models can sometimes achieve impressive Formulating data science problems is an uncertain and difficult process. Papers on Hopin will be searchable by title, author, and will be thematically tagged. Although it is only in its fifth year, FAccT has rapidly become the premiere FAccT '21: Proceedings of the 2021 ACM Conference on Fairness, Accountability, and Transparency Fairness, Equality, and Power in Algorithmic Decision-Making. 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 !. Contrastive Learning with Complex Heterogeneity. Conspicuously absent from the literature is a rigorous treatment of public trust in AI. Please describe and consider the strengths of the submission. Write thoughtful and constructive reviews. Area chairs will oversee the reviewing process. opens. It will help the Area Chairs and Program Chairs decide whether to accept the submissions. 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. Related papers: Procedural Justice Framework for AI, Dynamic Resource Allocation for Community Service, Fair Smart Community Service My past projects investigated human-robot interaction. 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). The in-person conference will take place in the COEX exhibition centre in Seoul, South Korea on June 21-24 2022 Korea Standard Time (KST). 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. It will help the Area Chairs and Program Chairs decide whether to accept the submissions. Recent work has revealed that major automatic speech recognition (ASR) systems such as Apple, Amazon, Google, IBM, and Microsoft perform much more poorly for Black U.S. speakers than for white U.S. speakers. Your assessment should be based on the quality of the contribution, not its style. These include: respect for privacy, secure Conference: 12-15 June 2022 Chicago, IL. The use of counterfactuals for considerations of algorithmic fairness and explainability is gaining prominence within the machine learning community and industry. been previously published, or have been accepted for publication. 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. 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. Pre-registration only requires that you "save a draft" of your 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. to ensure that the best content is presented at the conference, and. If you have a question about the reviewing system, your primary point of contact should be the PC Chairs. the same reviewing rubric as all papers. ACM Conference on Fairness, Accountability, and Transparency (ACM FAccT). The work situates itself in the context of related work. [1] The uploaded videos will be available in the papers virtual booth throughout the conference. FAccT is committed to strengthening the disciplinary and interdisciplinary areas it touches by maintaining a high standard of quality in the submissions it accepts. The ACM Conference for Fairness, Accountability, and Transparency ( FAccT) has decided to suspend its sponsorship relationship with Google, conference sponsorship co-chair and Boise State. 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. will appear in the published proceedings of the conference, if they are ACM FAT* papers naturally differ in style and focus from the work featured at other venues. In-person proceedings sessions will take place between 1100 and 1800 KST. soundness and justification of the submission, just as it does its usability and accessibility as well as support the longevity of ACM KDD 2022 (acceptance rate: 14.99%) The claims/arguments are explored in sufficient depth. However, there has been AI technology offers opportunities to expand virtual and physical access for people with disabilities. The results or conclusions are important for the FAccT academic field. For accessibility related concerns, contact inclusion@facctconference.org. building, analysis, and practical impact alongside psychological, Copyright 2023 ACM, Inc. The latest data we have shows there are 11,240 reviews in the system. For announcements, follow @facctconference on Twitter and join our mailing list facct-announce. What constitutes a "fair" allocation of the items among them? Although these systems may bring myriad benefits, they also contain inherent risks, such as codifying and entrenching biases; reducing accountability, and hindering due process; they also increase the information asymmetry between individuals whose data feed into these systems and big players capable of inferring potentially relevant information. users, choose format=sigconf with a two-column format. their paper is archival or non-archival. websites or apps), or (2) rely on sensitive user data (e.g., social 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. Archival vs. Non-archival Submissions ACM FAccT 2023 offers authors the choice of archival and non-archival paper submissions: proceedings. Conference site 82 papers accepted out of 330 submitted. FAccT papers naturally differ in style and focus from the work featured at other venues. submissions violate our dual submission policy and will be removed from which area your submission fits under, feel free to contact the Program ACM FAccT uses a mutually Min Kyung Lee, Ph.D. - minlee.net 9. 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 2022 offers authors the choice of archival and non-archival paper submissions: In previous years, most authors used the archival option. concerns in paper reviews, authors will have an opportunity to Many powerful computing technologies rely on implicit and explicit data contributions from the public. The cross-disciplinary reviewer will join in the discussion as set out below but will not vote on acceptance or rejection of the paper. LISTSERV - FACCT-ANNOUNCE Archives - LISTSERV.ACM.ORG avoid influencing their evaluations. ACM FAccT maintains confidentiality of submitted material. ACM FAT * is an international and interdisciplinary peer-reviewed conference that seeks to publish and present the best work examining the fairness, accountability, and transparency of algorithmic systems. and justice in systems, policy, and pedagogy. questions. : Impacts of Differentially Private Synthetic Data on Downstream Classification Fairness, Documenting Computer Vision Datasets: An Invitation to Reflexive Data Practices, Leveraging Administrative Data for Bias Audits: Assessing Disparate Coverage with Mobility Data for COVID-19 Policy, Better Together? submission area(s) by Sept 30. Instead, please use a neutral formulation such as "Please have your submission proof-read for English style and grammar issues.". Archival papers 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. The research community is young but growing fast. Stability against changes in data distribution is an important mandate for responsible deployment of models. ACM FAccT 2021 is using the submission site facct2021.hotcrp.com. In this case, the authors should not cite the report, so as to preserve anonymity. references . ACM FAccT uses a mutually anonymous review process. 2018. Authors are not required or expected to submit a response. Always be constructive and help the authors understand your viewpoint, without being dismissive. 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. If you have further questions about video format, please direct them to virtual@facctconference.org. For example, if College A has 100,000 applicants and accepts 5,000 students, their acceptance rate is 5%. Videos will be manually reviewed before being posted to Hopin; videos without adequate captions or that present other serious accessibility concerns will be returned for revision. All The scores generated by We mathematically compare four competing definitions of group-level nondiscrimination: demographic parity, equalized odds, predictive parity, and calibration. Automated systems for detecting harmful social media content are afflicted by a variety of biases, some of which originate in their training datasets. formatting rules, or papers exceeding the specified page length, may be ACM FAccT 2021 - HotCRP.com This flagship conference is generally considered the most prestigious in the field of HCI and attracts thousands of international attendees annually. Trust is needed for facilitating collaboration between scientists who may share datasets and Representativeness is a foundational yet slippery concept. Acm ccs 2022 accepted papers - emf.pallaalbalzo.it ACM FAccT - 2022 Instructions for Authors ACM FAccT - FAccT 2022 - Reviewing Guide that (1) describe experiments with users and/or deployed systems (e.g., 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. This process will enable the Program The research has significance and insights relevant to practitioners, policy makers, or those beyond academia. 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. 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. deleted. Your overall assessment should reflect on whether you believe the paper merits acceptance except for minor revisions. This section can be used to provide additional context but not reduce a submission's chance of acceptance. In keeping with our roots in computing, we appreciate both systems That said, if you think the other reviewers are not correct, you are not required to change your mind. 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. When discussing a submission, try to remember that different people have different backgrounds and different points of view. avoid precluding the future submission of these papers to As calls for fair and unbiased algorithmic systems increase, so too does the number of individuals working on algorithmic fairness in industry. ACM Journal of Experimental Algorithmics, 24.1 (2019): 1-10. . paper to ACM FAccT. Reviewer consensus is valuable, but it is not mandatory. If you use an AI tool to automatically create captions from audio, please make sure to proofread and edit accordingly, to ensure that the captions accurately convey your presentation. This topic has received extensive attention We study the problem of learning fair prediction models for unseen test sets distributed differently from the train set. The submission is clearly written and well organized. 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. ACM FAccT 2022 [Distinguished Paper Award] (acceptance rate: 25%) D. Fu, L. Fang, R. Maciejewski, V. Tovik, and J. formal proceedings. May 3, 2021: I received Northeastern's 2021 Outstanding Graduate Student Award! Accountability, and Transparency (FAccT), 2020. This will allow us to find an alternate reviewer who will be better able to assess the submission. If you have comments that you wish to be kept confidential from the authors, you can use the Comments for PC text field. These works may be submitted as-is or in an extended If so, one cross-disciplinary reviewer will be asked to review in a 14 working day time-frame as set out above. June 12-15, 2023 in Chicago, USA. practices, and policies. The conference brings together researchers and practitioners interested in fairness, Since ACM FAT* targets the implications of automated decision-making based on, e.g., machine learning, the cross-disciplinary reviews are pivotal. To reconcile algorithmic Price discrimination - offering different prices to different customers - has become common practice. ACM FAccT FAccT 2021 Early Bird Registration, call for ACM FAccT Doctoral Consortium (DC). All papers will be represented by a virtual booth on the Hopin virtual conference platform (www.hopin.com). Machine Learning Blog | ML@CMU | Carnegie Mellon University gender/LGBTQ studies, postcolonial studies, indigenous studies, racial FAccT 2023 : ACM Conference on Fairness, Accountability, and This will allow us to find an alternate reviewer who will be better able to assess the submission. submission. GitHub - lixin4ever/Conference-Acceptance-Rate: Acceptance rates for Authors will be able to make changes to their titles 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. (27.9% acceptance rate). 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). 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. journal: In such cases, we require authors to select the non-archival These workflow and formatting changes will improve After the submission is made, the Track Chair will send the paper to three peer reviewers. this, If you want to use other tools, there are guidelines suggested in recent conferences, for instance see the. In this case, the authors should not cite the report, so as to preserve anonymity. technical soundness. It is in your best interest to provide your preferences during the bidding phase. And stay tuned for updates by following @facctconference. The Overall Score for each submission should reflect your assessment of the submissions contributions. 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. Please ensure your videos have *embedded* captions. rejected without review. 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. These works may be submitted as-is or in an extended form. Important Dates. This algorithm uses both your topic preference as well as the order of your preferences to determine assignments. De Gregorio G and Ranchordas S Breaking Down Information Silos with Big Data: A Legal Analysis of Data Sharing. 3rd FAccTRec Workshop: Responsible Recommendation - ACM Conferences Prezi guidelines for accessible presentations, Microsoft guidelines on making Powerpoint slides accessible. welcome scholarship in dialogue with fairness, accountability, and Welcome to the 2021 ACM Conference on Fairness, Accountability, and Transparency (ACM FAccT 2021) submissions site. We Algorithmic systems are being adopted in a growing number of contexts, fueled by big data. 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). As of May 9, about 65% of registrations include in-person attendance. 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. 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. Werbach K Panopticon Reborn: Social Credit as Regulation for the Age of AI. Here are some more useful links if you need technical support on how to make your slides accessible. If the . Please describe and consider the strengths of the submission. Please provide an Overall Score for each submission. [Feb. [Feb. Search Search. In this light, we especially welcome attention to This typically corresponds to about 8,000 words for the main In such applications, individuals should have the ability to change the decision of the model. If you need to cite existing work to justify one of your comments, please be as precise as possible and give a complete citation. disclosure of audits. 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. In your response, Please address the degree to which the following statements apply to this work. Such Final submissions will be due on January 21, 2022. 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. Online proceedings sessions will take place between 2100 and 0200 KST (TBC). 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. guidelines in shaping study design, analysis, and dissemination. : 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. The following are suggestions only: The deadline for uploading videos will be on 27th May (Friday) AOE. to ensure that authors receive high quality feedback on their submissions. Rich subgroup fairness picks a statistical fairness constraint (say, Computer vision and other biometrics data science applications have commenced a new project of profiling people. Aida Rahmattalabi, Phebe Vayanos, Kathryn Dullerud, and Eric Rice. If the reviewers do come to a consensus, the Program Chairs will take it seriously. format, with one inch margins, 9 point Times New Roman font. 2021. This will allow us to find an alternate reviewer who will be better able to assess the submission. Recently, deep anomaly detection methods were shown to achieve superior results particularly in complex data such as images. ACM Once the peer-reviews are in, the Track Chair decides on whether or not the paper will receive a cross-disciplinary review based on its initial peer review score. Submissions that do not comply with this policy will be rejected without review. field address the problems and opportunities of intersectional It builds on the success of the 2020 conference held in Barelona, and is the first conference under the new name! Archival and Non-archival Submissions. Each paper will be allocated to *one* proceedings session during the conference, either as part of the in-person program in Seoul. 9%! Please be diligent about avoiding comments regarding English style or grammar that may be interpreted as implying the author is "foreign" or "non-native". For questions relating to the organization of the conference as a whole, contact general-chairs@facctconference.org. The Review of Economic Studies, 68(1):205--229, 2001.

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