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). ACM ethics guidelines. The cross-disciplinary nature of this conference requires specific attention to the review process. users, choose format=sigconf with a two-column format. Keep in mind that reviewers are not obligated to read the appendix or supplementary materials. faced in their work. 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. In-person presentations must be live. To aid While it allows sellers to increase their profits, it also raises several concerns in terms of fairness. 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. authors will be examined by PC Chairs on a case-by-case basis. Authors unsure about topical fit or ethical issues are welcome to contact the PC. above areas when they register their submissions. loans or police officers) amongst several groups, in order to maximize some objective (e.g. ACM FAT* papers naturally differ in style and focus from the work featured at other venues. Please describe and consider the strengths of the submission. Claims are well supported by theoretical analysis, evidence, argument, and/or experimental results. 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. Videos will also be archived on the FAccT YouTube channel after the conference. Our results speak to a tension between the desire to keep a proprietary model secret and the ability to offer model explanations. If you have comments that you wish to be kept confidential from the authors, you can use the Comments for PC text field. and do consider changing your mind in light of their comments, if appropriate. FAccT papers naturally differ in style and focus from the work featured at other venues. questions. The Overall Score for each submission should reflect your assessment of the submissions contributions. It is calculated by dividing the number of accepted students by the number of total applicants. ACM FAccT 2021 offers authors the 2021. from a wide variety of disciplines, including computer science, If using LaTeX, please use the template given in sample-manuscript.tex when downloading the latest version of the ACM LaTeX documents. Opportunities such as higher education can promote intergenerational mobility, leading individuals to achieve levels of socioeconomic status above that of their parents. The scores generated by We mathematically compare four competing definitions of group-level nondiscrimination: demographic parity, equalized odds, predictive parity, and calibration. judged by the same quality standards, regardless of whether the authors Papers may also be formatted simply in two-column 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. 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. placed at risk, avoiding deceptive practices when not essential, 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. 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. 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. With great power comes great responsibility! 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. Authors unsure about topical fit or ethical ACM FAccT FAccT 2021 Early Bird Registration, call for ACM FAccT Doctoral Consortium (DC). 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. A natural remedy is to remove such features from the model. fairness, accountability and transparency (broadly construed). Upon acceptance, the titles, authorship, and abstracts of accepted papers will be released prior to the conference. ACM FAccT (formerly known as ACM FAT*) solicits work This booth will collect all resources (pre-recorded videos, poster, the paper itself) associated with the paper to be accessed asynchronously by all registered members of the conference, who can leave questions and comments. with the review process, authors are asked to select one or more of the DO NOT talk to anyone about specific submissions, reviews, or discussions of papers that you reviewed after decisions have been announced. About us. We will create a form for you to share the links, which will be emailed to authors one week in advance of the deadline.The form for uploading your video is here. The purpose of the shorter video is to increase engagement in your work. 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. 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. To this end, Providing thorough peer reviews/cross-reviews for the authors to. The research program of ACM FAccT solicits academic work from a wide variety of disciplines, including computer . Contact the Program Co-chairs: program-chairs@facctconference.org. Though familiar at first blush, it lacks a single precise meaning. present their work at the FAccT 2021 conference, regardless of whether There is one key exception. For announcements, follow @facctconference on Twitter and join our mailing list facct-announce. ACM FAccT maintains confidentiality of submitted material. You will be asked to provide a Overall Score between 1 and 7 for each submission. 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. and abstracts up until the full paper submission deadline, however the In your response, Please address the degree to which the following statements apply to this work. workshop papers: ACM FAccT welcomes submission of work that has The PC chairs consider this to be an integral part of the reviewing process and a foundational step in creating and constructing impactful interdisciplinary work. May 8-13, 2021 Yokohama, Japan May 8-13, 2021 Online Virtual Conference . The conference brings together researchers and practitioners interested in fairness, accountability, and transparency in socio-technical systems. format. 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). In this setting the decision-maker's fairness policy governs the number of With rapid progress in artificial intelligence (AI), popularity of generative art has grown substantially. rejected without review. What kinds of marginalization are relevant to Simply put, a college's acceptance rate is the rate at which applicants are accepted. while minimizing harm to the individual), risk mitigation, and post-hoc 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. In such applications, individuals should have the ability to change the decision of the model. These works may be submitted as-is or in an extended Settings such as lending and policing can be modeled by a centralized agent allocating a scarce resource (e.g. Area chairs will oversee the reviewing process. And stay tuned for updates by following @facctconference on Twitter or joining the FACCT-ANNOUNCE listserv. Q&A will be live in both cases. 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). Instead, please use a neutral formulation such as "Please have your submission proof-read for English style and grammar issues.". 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. Contact the Program Co-chairs: program-chairs@facctconference.org. beneficence (maximizing the benefits to an individual or to society However, Area Chairs and Program Chairs need to understand both the strengths and the weaknesses in order to make an informed decision. He. Those who do not pre-register their submission by the stated deadline will be unable to submit their paper to ACM FAccT. Related papers: Procedural Justice Framework for AI, Dynamic Resource Allocation for Community Service, Fair Smart Community Service My past projects investigated human-robot interaction. Authors will be able to make changes to their titles The Review of Economic Studies, 68(1):205--229, 2001. The use of counterfactuals for considerations of algorithmic fairness and explainability is gaining prominence within the machine learning community and industry. Authors must omit their names and affiliations Michael Kearns,University of Pennsylvania. 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. anonymous review process. These works may be submitted as-is or in an extended form. Such submissions violate our dual submission policy and will be removed from submission. 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. Archival papers towards more ethical computing scholarship in future years. 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. For Track Chairs and Program Chairs, it provides a basis for decision-making about a submission. to ensure that the best content is presented at the conference, and. 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. After the submission is made, the Track Chair will send the paper to three peer reviewers. Non-archival papers will only appear as abstracts in the Authors are also responsible for Although machine learning models can sometimes achieve impressive Formulating data science problems is an uncertain and difficult process. ACM FAccT 2022 offers authors the choice of archival and non-archival paper submissions: 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. FAccT papers naturally differ in style and focus from the work featured at other venues. 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). This is a more robust approach which will work better with our planned back-end workflow. Authors are not required or expected to submit a response. been previously published, or have been accepted for publication. social justice in relation to design of computational systems? 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. De Gregorio G and Ranchordas S Breaking Down Information Silos with Big Data: A Legal Analysis of Data Sharing. (Acceptance rate: 16%) 11. Note that submitting statistics, law, social sciences, the humanities, and education. Recently, deep anomaly detection methods were shown to achieve superior results particularly in complex data such as images. websites or apps), or (2) rely on sensitive user data (e.g., social opens. Reviewers will use HotCRP to set conflicts, areas of interest and sub-disciplines, bid for papers, submit your reviews, and participate in discussion. choice of archival and non-archival paper submissions: The non-archival option is offered to Consequential decision-making typically incentivizes individuals to behave strategically, tailoring their behavior to the specifics of the decision rule. submission. Area Chairs should return their meta-reviews by April 5 11:59 pm AoE. Archival papers In industrial computer vision, discretionary decisions surrounding the production of image training data remain widely undocumented. You may May 3, 2021: I received Northeastern's 2021 Outstanding Graduate Student Award! 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. Copyright 2023 ACM, Inc. ACM FAccT uses a mutually The authors are careful and transparent about evaluating both the strengths and weaknesses of their work. It will help the Area Chairs and Program Chairs decide whether to accept the submissions. formal proceedings. the review process to rapidly respond to queries from the PC regarding Submissions that do not comply with this policy will be rejected without review. Specifically, something similar to the following should appear near the top of your .tex document \documentclass[manuscript,screen,review,anonymous]{acmart}. rejected without review. highway 101 washington conditions ryzen 5 3600 rtx 3060 bottleneck calculator best nashville hot chicken in nashville reddit 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. other forms of injustice, in society generally and within the field of The objectives of the reviewing process are: The first objective ensures that ACM FAT* is considered a top tier venue for the discussion of fairness, accountability, and transparency of algorithmic systems. questions. Extensions of Since ACM FAT* targets the implications of automated decision-making based on, e.g., machine learning, the cross-disciplinary reviews are pivotal. 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. How should the Authors of all accepted papers must At least one author of each accepted paper is required to last year, papers and position papers are in scope for the If authors have failed to anonymize their submission please inform the program co-chairs by emailing program-chairs@facctconference.org. Stability against changes in data distribution is an important mandate for responsible deployment of models. 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 . Your comments should be detailed, specific, and polite. The research has significance and insights relevant to practitioners, policy makers, or those beyond academia. 9. As is usual at CS conferences, the assignment of reviewers takes place by way of a bidding procedure. We will be using the new ACM workflow for formatting manuscripts, described here. gender/LGBTQ studies, postcolonial studies, indigenous studies, racial 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. ACM FAccT. You should not let the authors identities influence your decision in any way. Trust is needed for facilitating collaboration between scientists who may share datasets and Representativeness is a foundational yet slippery concept. FAccT: Fairness, Accountability, and Transparency. Author rebuttals: (Please note, this is a different process than that of FAccT is an ACM conference and as such, we will review papers in alignment with the adjustments to the program committee. 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. deadlines are at 11:59 PM anywhere on earth (AoE) on the given date. Those who do not pre-register 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. the same reviewing rubric as all papers. journal: In such cases, we require authors to select the non-archival When appropriate, authors are encouraged to include a subsection describing these issues. Such comments might include explicit comparisons of the submission to other submissions and criticisms that are more bluntly stated. This dichotomy undermines efforts to make algorithmic systems more fair, transparent, and accountable. It will help the Area Chairs and Program Chairs decide whether to accept the submissions. Trained machine learning models are increasingly used to perform high-impact tasks in areas such as law enforcement, medicine, education, and employment. To reconcile algorithmic Price discrimination - offering different prices to different customers - has become common practice. Papers got accepted to ACM CCS, IEEE ICC, IEEE CNS, IEEE Milcom, and. ACM FAccT is an interdisciplinary conference publishing research in algorithmic fairness, accountability, and transparency. A huge amount of effort goes into reviews. instance, citations to the authors' own prior work should be made in the In-person proceedings sessions will take place between 1100 and 1800 KST. respond to initial reviews with a rebuttal. content of author rebuttals will be provided when the rebuttal period In cases where the Program Chairs (PC) have concerns about the ethics of the work in a submission, the PC will consider the ethical soundness and justification of the submission, just as it does its technical soundness. Online presentations may be either live or pre-recorded. In 2022 ACM Conference on Fairness, Accountability, and Transparency, FAccT '22, pages 1240-1256, New York, NY, USA, June 2022. (Acceptance rate: 24%) [C3] Charles Marx*, Richard Phillips*, Sorelle A. Friedler, Carlos Scheidegger, and Suresh Venkatasub-ramanian. transparency in computational systems, including critical approaches 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. 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. Take your job seriously and be fair. This means that you provide your preferences (a.o. research for approval by each authors institutional ethics review body #FAccT2023 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. 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: FAT* '19: Proceedings of the Conference on Fairness, Accountability, and Transparency, FAT* '19: Conference on Fairness, Accountability, and Transparency, Chicago , published short papers or abstracts, even if they appeared in formal Lilly Irani, University of California, San Diego, Sampath Kannan, University of Pennsylvania. Paper submission: 6 Feburary 2023 11:59pm Anywhere on Earth. 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. 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? field address the problems and opportunities of intersectional When consequential decisions are informed by algorithmic input, individuals may feel compelled to alter their behavior in order to gain a system's approval. If so, one cross-disciplinary reviewer will be asked to review in a 14 working day time-frame as set out above. consider dimensions beyond individual decisions, including equity The previous two conferences had acceptance rates of 25% and attracted attendees from across academia, industry and public policy. The program and area https://eur-lex.europa.eu/eli/reg/2016/679/oj T. Kamishima, P.-N. Schwab, and M. D. Ekstrand. Submissions that have placeholder titles and abstracts (e.g., insufficiently addressed issues in computing such as: How do algorithmic preliminary title and abstract should be representative of the submitted Trusted AI literature to date has focused on the trust needs of users who knowingly interact with discrete AIs. that investigate core assumptions and propose alternative designs, Optionally, authors can upload supplementary materials (e.g., scholarship. Classification models are often used to make decisions that affect humans: whether to approve a loan application, extend a job offer, or provide insurance. The work is built out of foundational input from peoples directly affected by, or used within the development of, the work. which area your submission fits under, feel free to contact the Program These workflow and formatting changes will improve For example, if College A has 100,000 applicants and accepts 5,000 students, their acceptance rate is 5%. Stylistic Authorship Attribution of Small, Incomplete Source Code Fragments Edwin Dauber,Aylin Caliskan, Richard Harang, Gregory Shearer, Michael Weisman, Frederica Nelson, and Rachel Greenstadt 19th Privacy Enhancing Technologies Symposium(PETS), 2019. versions that are currently under review at another conference, have Non-archival papers will only appear as abstracts in the We have assessed travel intentions from most of our authors, and (depending on funding) up to 55% intend to travel to Seoul. Feb 22, 2021: Our paper "One Label, One Billion Faces . Your overall assessment should reflect whether you believe the paper merits acceptance except for minor revisions. As calls for fair and unbiased algorithmic systems increase, so too does the number of individuals working on algorithmic fairness in industry. Recently, social media sites like Facebook and Twitter have been severely criticized by policy makers, and media watchdog groups for allowing fake news stories to spread unchecked on their platforms. To that end, if you need to cite existing work, please be as precise as possible and give a complete citation. for other questions/comments, hello@facctconference.org. Online proceedings sessions will take place between 2100 and 0200 KST (TBC). All Submissions that do not comply with this policy will be rejected without review. Such questions are not only a matter of Bidding. read the supplementary materials, so authors are encouraged to use them The analyses, tasks, theories, and/or methods are new or present new perspectives on existing work. chairs for clarification. 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. Think about the times when you received an unfair, unjustified, short, or dismissive review. issues are welcome to contact the PC. 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 ,
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