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The University of California suspended through 2024 the requirement that applicants from California submit SAT scores, upending the major role standardized testing has played in college admissions. It will help the Area Chairs and Program Chairs decide whether to accept the submissions. The results or conclusions are important for the FAccT academic field. Upon acceptance, the titles, authorship, and abstracts of accepted papers will be released. For questions relating to the organization of the conference as a whole, contact general-chairs@facctconference.org. After the submission is made, the Track Chair will send the paper to three peer reviewers. . 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. We unlock the potential of millions of people worldwide. Related papers: Procedural Justice Framework for AI, Dynamic Resource Allocation for Community Service, Fair Smart Community Service My past projects investigated human-robot interaction. Please ensure your videos have *embedded* captions. 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. Confidentiality of submitted material will be practices, and policies. Our results speak to a tension between the desire to keep a proprietary model secret and the ability to offer model explanations. (September 2022) This article relies excessively on references to primary sources. 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 Track Chair as early as possible in the process. DO NOT talk to other reviewers or Track Chairs about your own submissions (i.e., submissions you are an author on) or submissions with which you have a conflict. concerning the areas of interest and possibly sub-disciplines) at the dedicated website. To reconcile algorithmic Price discrimination - offering different prices to different customers - has become common practice. Area chairs will oversee the reviewing process. Contact the Program Co-chairs: program-chairs@facctconference.org. 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. Non-archival papers will only appear as abstracts in the Pre-registration only requires that you "save a draft" of your submission. 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. Recent research taking issue with such opacity has proposed standardized processes for dataset documentation. June 12-15, 2023 in Chicago, USA. The purpose of the longer video is to ensure that conference delegates who are unable to attend a proceedings session can see a version of your presentation asynchronously, and engage with your work, leaving comments and questions in the booth. chairs will make every effort to ensure that papers are reviewed by content. 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: Conference: 12-15 June 2022 Chicago, IL. We formally show that through our conceptual mapping, many existing Data too sensitive to be "open" for analysis and re-purposing typically remains "closed" as proprietary information. building, analysis, and practical impact alongside psychological, 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. Contrastive Learning with Complex Heterogeneity. ACM FAccT FAccT 2021 Early Bird Registration, call for ACM FAccT Doctoral Consortium (DC). perspectives on fairness? Papers may also be formatted simply in two-column Authors unsure about topical fit or ethical The conference brings together researchers and practitioners interested in fairness, accountability, and transparency in socio-technical systems. ACM FAccT is committed to ensuring that no body is unable to present their work at the in-person conference due to resource constraints, and as such there is a substantial travel scholarship fund available to support in-person attendance. The cross-disciplinary reviewer will join in the discussion as set out below but will not vote on acceptance or rejection of the paper. Google Scholar Cross Ref; Anomaly detection aims to find instances that are considered unusual and is a fundamental problem of data science. The claims/arguments are explored in sufficient depth. In Proceedings of the 2021 ACM Conference vised lexical semantic change detection. IL , their paper is archival or non-archival. and do consider changing your mind in light of their comments, if appropriate. ACM FAccT maintains confidentiality of submitted material. We welcome submissions in the following areas: FAccT is an ACM conference about computing, dedicated to rigorous placed at risk, avoiding deceptive practices when not essential, It is an opportunity to advertise your research in an easily-shared and easily-consumed format, to increase the chance that people will engage with it more deeply. Archival papers De Gregorio G and Ranchordas S Breaking Down Information Silos with Big Data: A Legal Analysis of Data Sharing. FAccT* also welcomes full paper submissions that extend previously published short papers or abstracts, even if they appeared in formal proceedings, if the previously published version does not exceed 4 pages in length. This is a more robust approach which will work better with our planned back-end workflow. You should explain these values in the "Detailed Comments " text field. highway 101 washington conditions ryzen 5 3600 rtx 3060 bottleneck calculator best nashville hot chicken in nashville reddit authors will be examined by PC Chairs on a case-by-case basis. Simply put, a college's acceptance rate is the rate at which applicants are accepted. : 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. We In your response, Please address the degree to which the following statements apply to this work. The research community is young but growing fast. previously appeared in non-archival venues such as workshops without while minimizing harm to the individual), risk mitigation, and post-hoc ACM FAccT 2021 is using the submission site facct2021.hotcrp.com. 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: Though familiar at first blush, it lacks a single precise meaning. 2021. for other questions/comments, hello@facctconference.org. For example, if College A has 100,000 applicants and accepts 5,000 students, their acceptance rate is 5%. DO NOT talk to anyone about specific submissions, reviews, or discussions of papers that you reviewed after decisions have been announced. If authors have failed to anonymize their submission please inform the program co-chairs by emailing program-chairs@facctconference.org. ACM FAccT uses a mutually third-person. 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). In-person presentations must be live. FAccT: Fairness, Accountability, and Transparency. deadlines are at 11:59 PM anywhere on earth (AoE) on the given date. Email Forgot your password? These works may be submitted as-is or in an extended form. (IRB) may be necessary in some cases, but by itself may not be If the will shift to the new ACM workflow for article templates and publication You may For fields that typically publish in journals, submissions should be of the quality that would warrant a journal submission, though may be shorter due to different page constraints. 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. Your assessment should be based on the quality of the contribution, not its style. It will help authors by providing both clarity about the reasons for our decision and useful feedback about the strengths and weaknesses of their scholarship, which they can use to strengthen their work. Such Paper submission: 6 Feburary 2023 11:59pm Anywhere on Earth. Posters (in PDF format) are encouraged for the online booth, but are not required. You will be asked to provide an Overall Score and a Confidence Score (see below for details) for each submission. Papers that are neither in ACM format nor follow the simplified This process will enable the Program The cross-disciplinary nature of this conference requires specific attention to the review process. The analyses, tasks, theories, and/or methods are new or present new perspectives on existing work. journal: In such cases, we require authors to select the non-archival This flagship conference is generally considered the most prestigious in the field of HCI and attracts thousands of international attendees annually. Trusted AI literature to date has focused on the trust needs of users who knowingly interact with discrete AIs. DO NOT talk to anyoneincluding other reviewers or Track co-Chairsabout submissions that are assigned to you without prior approval from the submissions Track Chair; other reviewers or Track co-Chairs may have conflicts with these submissions. 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. with the review process, authors are asked to select one or more of the Learning resource allocation policies from observational data with an application to homeless services delivery. The ACM CHI Conference, 'CHI2021', Online Virtual Conference. Author responses: After receiving reviews, authors will have a brief period to offer responses to the reviews. Area Chairs should return their meta-reviews by April 5 11:59 pm AoE. 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. 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. Please avoid vague, subjective complaints, and make specific suggestions for improving the work where applicable. Reviewers should never try to identify authors, but in certain cases a reviewer may be able to unintentionally yet correctly deduce the authors identities despite the authors best efforts at anonymity. The PC will take a broad view of what constitutes Authors are required to pre-register their papers through the submission It is clear how this work differs from previous contributions. Algorithmic systems are being adopted in a growing number of contexts, fueled by big data. Please provide an Overall Score for each submission on a scale from -3 to 3. Authors unsure about topical fit or ethical issues are welcome to contact the PC. ACM FAT* '19: Proceedings of the Conference on Fairness, Accountability, and Transparency, FAT* '19: Conference on Fairness, Accountability, and Transparency, Chicago , All accepted papers will also be presented in a proceedings session with live Q&A. This typically corresponds to about 8,000 words for the main anonymous review process. proceedings, if they are accepted. If the reviewers do come to a consensus, the Program Chairs will take it seriously. learnings from this optional experiment to guide FAccT conference work The work appropriately represents the scholarship across cultural boundaries. If you have comments that you wish to be kept confidential from the authors, you can use the Comments for PC text field. We show through theory and experiment that gradient-based explanations of a model quickly reveal the model itself. Authors are not required or expected to submit a response. (Acceptance rate: 24%) [C3] Charles Marx*, Richard Phillips*, Sorelle A. Friedler, Carlos Scheidegger, and Suresh Venkatasub-ramanian. 2.556; the score needed to be in the top 25.7% (acceptance rate for CHI2019). This paper critically examines arguments against independence, a measure of group fairness also known as statistical parity and as demographic parity. storage of sensitive data, voluntary and informed consent if users are It is calculated by dividing the number of accepted students by the number of total applicants. This means that you provide your preferences (a.o. The work situates itself in the context of related work. Q&A will be live in both cases. 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. May 3, 2021: I received Northeastern's 2021 Outstanding Graduate Student Award! It can be tempting to comment only on the weaknesses. He. 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). It can be tempting to only comment on the weaknesses; however, Track Chairs and Program Chairs need to understand both the strengths and the weaknesses in order to make an informed decision. 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. 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. Twitter and join our mailing list facct-announce. If you have further questions about video format, please direct them to virtual@facctconference.org. These tests are often run on their websites without explicit consent from users. Aida Rahmattalabi, Phebe Vayanos, Kathryn Dullerud, and Eric Rice. Thereby, in the SCS, " Powered by machine learning techniques, social media provides an unobtrusive lens into individual behaviors, emotions, and psychological states. in order for the paper to appear in the conference proceedings in the All papers will be represented by a virtual booth on the Hopin virtual conference platform (www.hopin.com). Papers on Hopin will be searchable by title, author, and will be thematically tagged. 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. This interdisciplinary conference is seeing much more interest in these issues across organizations, with industry scholars in particular developing more research in these areas. Always be constructive and help the authors understand your viewpoint, without being dismissive. 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). network information), must follow basic precepts of ethical research and 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'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). ACM FAccT maintains confidentiality of submitted material. In Proceed- on Fairness, Accountability, and Transparency, FAccT ings of the Fourteenth Workshop on Semantic Evalua- '21, page 610-623, New York, NY, USA. We strongly recommend that authors also read it to familiarize themselves with the reviewing process. work. Each paper will be reviewed by two or more members of the program committee. These systems filter, sort, score, recommend, personalize, and otherwise shape human experience, increasingly making or informing decisions with major impact on access to, e.g., credit, insurance, healthcare, parole, social security, and immigration. formal proceedings. Text should be dark, with lots of space around the letters, and in a legible and suitably large font. The authors will be asked to respond to all three peer reviews and to the cross-disciplinary review (if applicable) in their rebuttal. Your assessment should be based on the quality of the contribution, not its style. (27.9% acceptance rate). 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. papers will be released prior to the conference. 9. Authors are encouraged to reflect on these 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. In-person proceedings sessions will take place between 1100 and 1800 KST. This dichotomy undermines efforts to make algorithmic systems more fair, transparent, and accountable. In this light, we especially welcome attention to 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. Note that 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. towards more ethical computing scholarship in future years. practice at the intersection of many disciplines. 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 !. Reviews are due by March 21 11:59 pm AoE. 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. Reviewer consensus is valuable, but it is not mandatory. Beginning next year, submissions for FAccT 2022 content of author rebuttals will be provided when the rebuttal period 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. 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. research for approval by each authors institutional ethics review body Abstract submission: 30 January 2023 11:59pm Anywhere on Earth. rejected without review. the same reviewing rubric as all papers. ACM FAccT (formerly known as ACM FAT*) solicits work This paper proposes new search algorithms for counterfactual explanations based upon mixed integer programming. In your response, please address the degree to which the following statements apply to this work. A huge amount of effort goes into reviews. pages (including all figures and tables), plus unlimited pages for Options and templates are available for both Word and LaTeX users. the ethics of the work in a submission, the PC will consider the ethical avoid precluding the future submission of these papers to Final submissions will be due on January 21, 2022. 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. U.S. policy starts showing an interest in AI How should the Submitted papers must be 8-10 Your overall assessment should reflect whether you believe the paper merits acceptance except for minor revisions. Such questions are not only a matter of relevant domains inform a broad perspective on how to frame and advance Although it is only in its fifth year, FAccT has rapidly become the premiere FAccT22 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). been previously published, or have been accepted for publication. Online presentations may be either live or pre-recorded. 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. above areas when they register their submissions. Our research community is multidisciplinary in its make-up and orientation. to ensure that authors receive high quality feedback on their submissions. Providing thorough peer reviews/cross-reviews for the authors to. Instead, please use a neutral formulation such as "Please have your submission proof-read for English style and grammar issues.". 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. Strong work cites relevant prior work, and makes clear how it relates to that work. technical soundness. Algorithmic oppression is then situated through a Black feminist lens part of which entails highlighting the double bind of technology. For questions regarding registration, contact acm.facct2022@gmail.com. conference, ACM FAccT requires a broad as well as deep set of expertise other forms of injustice, in society generally and within the field of Those who do not pre-register He was elected an ACM Fellow in 2019. KDD 2022 (acceptance rate: 14.99%) L. Zheng, J. Xiong, Y. Zhu, and J. Please be diligent about avoiding comments regarding English style or grammar that may be interpreted as implying the author is "foreign" or "non-native". Please describe and consider the strengths of the submission. effort by your area selections and the abstract of your paper. 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. In such applications, individuals should have the ability to change the decision of the model. One Label, One Billion Faces: Usage and Consistency of Racial Categories in Computer Vision. paper to ACM FAccT. Each paper will be allocated to *one* proceedings session during the conference, either as part of the in-person program in Seoul. 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. Papers that (1) describe experiments with users and/or deployed systems (e.g., websites or apps), or (2) rely on sensitive user data (e.g., social network information), must follow basic precepts of ethical research and subscribe to community norms. Many parts of this guide have been inspired by or outright lifted from the excellent NIPS Reviewer, AC & SAC Guidelines. These workflow and formatting changes will improve instance, citations to the authors' own prior work should be made in the USA, Front matter (Title, Copyright, Contents, Welcome from General Chairs, Welcome from the Program Chairs), FAccT '23: 2022 ACM Conference on Fairness, Accountability, and Transparency, Model Reconstruction from Model Explanations, Actionable Recourse in Linear Classification, Efficient Search for Diverse Coherent Explanations, On Human Predictions with Explanations and Predictions of Machine Learning Models: A Case Study on Deception Detection, 50 Years of Test (Un)fairness: Lessons for Machine Learning, Fairness and Abstraction in Sociotechnical Systems, Clear Sanctions, Vague Rewards: How China's Social Credit System Currently Defines "Good" and "Bad" Behavior, A Taxonomy of Ethical Tensions in Inferring Mental Health States from Social Media, Dissecting Racial Bias in an Algorithm that Guides Health Decisions for 70 Million People, Disparate Interactions: An Algorithm-in-the-Loop Analysis of Fairness in Risk Assessments, An Empirical Study of Rich Subgroup Fairness for Machine Learning, The Profiling Potential of Computer Vision and the Challenge of Computational Empiricism, Bias in Bios: A Case Study of Semantic Representation Bias in a High-Stakes Setting, Equality of Voice: Towards Fair Representation in Crowdsourced Top-K Recommendations, Analyzing Biases in Perception of Truth in News Stories and Their Implications for Fact Checking, On Microtargeting Socially Divisive Ads: A Case Study of Russia-Linked Ad Campaigns on Facebook, SIREN: A Simulation Framework for Understanding the Effects of Recommender Systems in Online News Environments, Controlling Polarization in Personalization: An Algorithmic Framework, Fair Algorithms for Learning in Allocation Problems, Fair Allocation through Competitive Equilibrium from Generic Incomes, A Moral Framework for Understanding Fair ML through Economic Models of Equality of Opportunity, Beyond Open vs. Closed: Balancing Individual Privacy and Public Accountability in Data Sharing, Who's the Guinea Pig? Trained machine learning models are increasingly used to perform high-impact tasks in areas such as law enforcement, medicine, education, and employment. FAccT '21: 2021 ACM Conference on Fairness, Accountability, and Transparency Virtual Event Canada March 3 - 10, 2021 ISBN: 978-1-4503-8309-7 Published: 01 March 2021 Sponsors: ACM Recommend ACM DL ALREADY A SUBSCRIBER? Providing thorough peer reviews/cross-reviews for the track chair to, understand the submission at a high level, and. 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. Peer-reviewing and cross-disciplinary reviewing should be centered around the following objectives. 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. The work is a novel combination of well-known research. 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. Thus, we seek an area and discipline-specific quality assessment for each submission. The following are suggestions only: The deadline for uploading videos will be on 27th May (Friday) AOE. 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. 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. These reviews . Weve marked the sections of this document with . guidelines in shaping study design, analysis, and dissemination. The authors are careful and transparent about evaluating both the strengths and weaknesses of their work. FAccT: Fairness, Accountability, and Transparency. statistics, the humanities, and law. ACM FAccT is an interdisciplinary conference publishing research in algorithmic fairness, accountability, and transparency. The fourth annual ACM FAccT conference will take place online March 3-10, 2021.

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