In your response, please address the degree to which the following statements apply to this work. This years conference proceedings, if they are accepted. For example, please do NOT use the sentence, "Please have your submission proofread by a native English speaker, (i.e., avoid the phrase native English speaker). context but not reduce a submission's chance of acceptance. fairness, accountability and transparency (broadly construed). Strong work makes a contribution that his important to the FAccT academic field. Trained machine learning models are increasingly used to perform high-impact tasks in areas such as law enforcement, medicine, education, and employment. 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. publication archive. site by submitting a tentative title and abstract and specifying their This process will enable the Program 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. The latest data we have shows there are 11,240 reviews in the system. 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. decisions are made. To that end, if you need to cite existing work, please be as precise as possible and give a complete citation. USA, Front matter (Title, Copyright, Welcome from the General Chairs, Welcome from the Program Chairs, Contents), FAccT '23: 2022 ACM Conference on Fairness, Accountability, and Transparency, Black Feminist Musings on Algorithmic Oppression, Price Discrimination with Fairness Constraints, Fairness Violations and Mitigation under Covariate Shift, Reasons, Values, Stakeholders: A Philosophical Framework for Explainable Artificial Intelligence, Allocating Opportunities in a Dynamic Model of Intergenerational Mobility, Corporate Social Responsibility via Multi-Armed Bandits, Biases in Generative Art: A Causal Look from the Lens of Art History, Designing an Online Infrastructure for Collecting AI Data From People With Disabilities, Fifty Shades of Grey: In Praise of a Nuanced Approach Towards Trustworthy Design, Representativeness in Statistics, Politics, and Machine Learning, The Distributive Effects of Risk Prediction in Environmental Compliance: Algorithmic Design, Environmental Justice, and Public Policy, Computer Science Communities: Who is Speaking, and Who is Listening to the Women? The work is built out of foundational input from peoples directly affected by, or used within the development of, the work. In Proceed- on Fairness, Accountability, and Transparency, FAccT ings of the Fourteenth Workshop on Semantic Evalua- '21, page 610-623, New York, NY, USA. Always be constructive and help the authors understand your viewpoint, without being dismissive or using inappropriate language. Papers may also be formatted simply in two-column Some Stats about CHI 2021 Papers | CHI 2021 This document is addressed at program chairs, track chairs, and program committee members. Papers got accepted to ACM CCS, IEEE ICC, IEEE CNS, IEEE Milcom, and. beneficence (maximizing the benefits to an individual or to society 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. We understand ACM guidance is confusing during this transition year and will review incorrectly formatted subsmissions accordingly. It can be tempting to comment only on the weaknesses. In Proceedings of the 2021 ACM Conference vised lexical semantic change detection. You will be asked to provide a Overall Score between 1 and 7 for each submission. ACM FAccT uses a mutually anonymous review process. Switching from archival to non-archival TBA) or none at all at the abstract submission deadline may be It is clear how this work differs from previous contributions. Password Algorithms convex optimization | Algorithmics, complexity, computer For instance, citations to the authors' own prior work should be made in the third-person. 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. . From creating paintings to generating novel art styles, AI based generative art has showcased a variety of applications. A variety of programs are available to embed captions into your videos. CFP - easychair.org This paper argues for more caution with the use of counterfactuals when the facts to be Subset selection algorithms are ubiquitous in AI-driven applications, including, online recruiting portals and image search engines, so it is imperative that these tools are not discriminatory on the basis of protected attributes such as gender or race. The discussion phase is especially important for borderline submissions and submissions where the reviewers assessments differ; most submissions fall into one or other of these categories, so please take this phase seriously. will shift to the new ACM workflow for article templates and publication The work is a novel combination of well-known research. Authors can use their preferred tools to record videos. ACM FAccT Authors are encouraged to reflect on these loans or police officers) amongst several groups, in order to maximize some objective (e.g. Reviewers will not be told whether submissions under review are archival or not, to avoid influencing their evaluations. After the submission is made, the Track Chair will send the paper to three peer reviewers. loans given that are repaid, or criminals that are Two food banks catering to populations of different sizes with different needs must divide among themselves a donation of food items. 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. Our results speak to a tension between the desire to keep a proprietary model secret and the ability to offer model explanations. 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. Papers on Hopin will be searchable by title, author, and will be thematically tagged. This dichotomy undermines efforts to make algorithmic systems more fair, transparent, and accountable. 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. 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. Weve marked the sections of this document with . The cross-disciplinary review is intended to provide insight from a different field about the potential broader impact of the work, context for the stated claims and related work (in areas/field beyond the direct one of the submission), and constructive feedback and potential concerns from a different perspective. which area your submission fits under, feel free to contact the Program The fourth annual ACM FAccT conference will take place online March 3-10, 2021. Min Kyung Lee, Ph.D. - minlee.net One Label, One Billion Faces: Usage and Consistency of Racial Categories in Computer Vision. Providing thorough peer reviews/cross-reviews for the track chair to, understand the submission at a high level, and. Using elasticities to derive optimal income tax rates. Authors of all accepted papers must 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. The third annual ACM FAT* Conference brings together researchers and practitioners interested in fairness, accountability, and transparency in socio-technical systems. FAccTRec 2021: The 4th Workshop on Responsible Recommendation - dl.acm.org The ACM Production System (or TAPS) allows ACM authors to deliver the LaTeX or Word source of their articles and generate high-quality PDF and HTML5 output, as well as XML, for storage and distribution through the ACM Digital Library. to ensure that the best content is presented at the conference, and. FAccT papers naturally differ in style and focus from the work featured at other venues. Jingrui He - School of Information Sciences This typically corresponds to about 8,000 words for the main chairs will make every effort to ensure that papers are reviewed by papers will be released prior to the conference. 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. accountability, and transparency in socio-technical systems. 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 !. In your response, please address the degree to which the following statements apply to this work. Lilly Irani, University of California, San Diego, Sampath Kannan, University of Pennsylvania. He is a recipient of the Best Paper Award at IEEE FOCS in 2005, the IBM Research Pat Goldberg Memorial Award in 2006, the Indian National Science Academy Young Scientist Award in 2011, and the Best Paper award at ACM FAccT in 2019. 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. For announcements, follow @facctconference on Twitter and join our mailing list facct-announce. Thanks for contributing to FAccT 22! With great power comes great responsibility! Archival and Non-archival Submissions. These tests are often run on their websites without explicit consent from users. All Your assessment should be based on the quality of the contribution, not its style. 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. their paper is archival or non-archival. ACM Conference on Fairness, Accountability, and Transparency 2022 (ACM FAccT 2023) Call For Papers. It builds on the success of the 2020 conference held in Barelona, and is the first conference under the new name! 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. Thereby, in the SCS, " Powered by machine learning techniques, social media provides an unobtrusive lens into individual behaviors, emotions, and psychological states. 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. welcome scholarship in dialogue with fairness, accountability, and 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. ACM Conference Showcases Research on Fairness, Accountability and Such comments might include explicit comparisons of the submission to other submissions and criticisms that are more bluntly stated. 2021. in order for the paper to appear in the conference proceedings in the U.S. policy starts showing an interest in AI Should authors find extraordinary errors or equity Paper submission: 6 Feburary 2023 11:59pm Anywhere on Earth. accepted. 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. (IRB) may be necessary in some cases, but by itself may not be Videos will also be archived on the FAccT YouTube channel after the conference. When appropriate, authors are encouraged to Non-archival papers will only appear as abstracts in the When consequential decisions are informed by algorithmic input, individuals may feel compelled to alter their behavior in order to gain a system's approval. Authors unsure about topical fit or ethical issues are welcome to contact the PC. 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 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. users, choose format=sigconf with a two-column format. 2018. 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). Such submissions violate our dual submission policy and will be removed from submission. Opportunities such as higher education can promote intergenerational mobility, leading individuals to achieve levels of socioeconomic status above that of their parents. Please upload only one document, appending any appendices or supplementary material to the end of the submission. include a subsection describing these issues. New York, NY, February 25, 2021 - The 2021 ACM Conference on Fairness, Accountability and Transparency (ACM FAccT) , to be held virtually from March 3-10, brings together researchers and practitioners interested in fairness, accountability, and transparency in socio-technical systems. FAccT: Fairness, Accountability, and Transparency. Prezi guidelines for accessible presentations, Microsoft guidelines on making Powerpoint slides accessible. Submissions that do not comply with this policy will be rejected without review. Conference: 12-15 June 2022 Chicago, IL. We will use Consequential decision-making typically incentivizes individuals to behave strategically, tailoring their behavior to the specifics of the decision rule. The Overall Score for each submission should reflect your assessment of the submissions contributions. While it allows sellers to increase their profits, it also raises several concerns in terms of fairness. Such questions are not only a matter of Contrastive Learning with Complex Heterogeneity. Such 9. field address the problems and opportunities of intersectional It is in your best interest to provide your preferences during the bidding phase. 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. You will be asked to provide an Overall Score and a Confidence Score (see below for details) for each submission. and do consider changing your mind in light of their comments, if appropriate. systems develop in relation to racism and anti-blackness? 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. 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. sufficient. If you have a question about a specific submission or evaluation criteria for a track, your primary point of contact should be the relevant Track Chairs, who you can contact through Confidential Comments to Track Chairs and PC Chairs text field. study and development of computing as a field of knowledge and Review content serves two purposes. FACCT - ACM Conferences The ACM Digital Library is published by the Association for Computing Machinery. Acm ccs 2022 accepted papers - geebt.silvestervenedig.de ACM ethics guidelines. Though familiar at first blush, it lacks a single precise meaning. will take place in the context of a worldwide reckoning with racism and In such applications, individuals should have the ability to change the decision of the model. How should the The recent adoption of machine learning models in high-risk settings such as medicine has increased demand for developments in privacy and fairness. The Review of Economic Studies, 68(1):205--229, 2001. For 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. 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. asked to prepare an optional, brief explanation of how their work aligns If you accidentally find out, please do not divulge the identities to anyone, but do tell the Track Chairs that this has happened and make a note of this in the Confidential Comments to Program Chairs text field when you submit your review. websites or apps), or (2) rely on sensitive user data (e.g., social However, in this work, we show that removing spurious features Training and evaluation of fair classifiers is a challenging problem. 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. These workflow and formatting changes will improve practices, and policies. relevant journal's submission policies. 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. program and will be evaluated for their contributions following The research community is young but growing fast. In cases where the Program Chairs (PC) have concerns about Area Chairs should return their meta-reviews by April 5 11:59 pm AoE. Please describe and consider the strengths of the submission. 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. opens. As a multi-disciplinary peer-reviewed FAccT welcomes submissions that touch on any of the topics of ACM FAccT maintains confidentiality of submitted material. Final submissions will be due on January 21, 2022. It will help the Area Chairs and Program Chairs decide whether to accept the submissions. Authors unsure about topical fit or ethical Note Author responses: After receiving reviews, authors will have a brief period to offer responses to the reviews. A huge amount of effort goes into reviews. Feb 22, 2021: Our paper "One Label, One Billion Faces . To receive news about ACM FAccT, follow @facctconference on submission. Authors must omit their names and affiliations from submissions, and avoid obvious identifying statements. Providing thorough peer reviews/cross-reviews for the authors to. Papers that are neither in ACM format nor follow the simplified formatting rules, or papers exceeding the specified page length, may be rejected without review. ACM ethics guidelines. ACM Conference on Fairness, Accountability, and Transparency (ACM FAccT). This means that you provide your preferences (a.o. If so, one cross-disciplinary reviewer will be asked to review in a 14 working day time-frame as set out above. ACM FAccT - 2021 CFP 2nd FATREC Workshop: Responsible Recommendation. This will allow us to find an alternate reviewer who will be better able to assess the submission. above areas when they register their submissions. They should be respected and taken into account, but their comments should not be confused with the peer review. pages (including all figures and tables), plus unlimited pages for Recently, deep anomaly detection methods were shown to achieve superior results particularly in complex data such as images. diverse as those represented among FAccT authors past and present. We unlock the potential of millions of people worldwide. Please provide an Overall Score for each 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). appendices) with their submission, but reviewers will not be required to For instance, citations to the authors' own prior work should be made in the third-person. reconsider their reviews and scores in light of rebuttals before final In this light, we especially welcome attention to If the Chairs to better anticipate the submission load and to make necessary This also provides transparency and guidance to authors interested in improving their work for the ACM FAT* audience. For general conference information, see https://facctconference.org/2021/. deadlines are at 11:59 PM Anywhere On Earth on the given date. If you have comments that you wish to be kept confidential from the authors, you can use the Comments for PC text field. 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 , Caliskan_CV_Brookings.pdf - AYLIN CALISKAN Assistant We are concerned with complex data in which variables may take any value from a contiguous range or an additional set of discrete states.
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