Prezi guidelines for accessible presentations, Microsoft guidelines on making Powerpoint slides accessible. Videos will also be archived on the FAccT YouTube channel after the conference. in length. FAccT '21: Proceedings of the 2021 ACM Conference on Fairness, Accountability, and Transparency Fairness, Equality, and Power in Algorithmic Decision-Making. 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. conference, ACM FAccT requires a broad as well as deep set of expertise It is in your best interest to provide your preferences during the bidding phase. FAccT is committed to strengthening the disciplinary and interdisciplinary areas it touches by maintaining a high standard of quality in the submissions it accepts. Our research community is multidisciplinary in its make-up and orientation. Trained machine learning models are increasingly used to perform high-impact tasks in areas such as law enforcement, medicine, education, and employment. ACM Conference on Fairness, Accountability, and Transparency (ACM FAccT) A computer science conference with a cross-disciplinary focus that brings together researchers and practitioners interested in fairness, accountability, and transparency in socio-technical systems. program and will be evaluated for their contributions following For questions regarding registration, contact acm.facct2022@gmail.com. Final submissions will be due on January 21, 2022. submissions violate our dual submission policy and will be removed from [1] preliminary title and abstract should be representative of the submitted We trace how the notion of fairness has been defined within the A key goal of the fair-ML community is to develop machine-learning based systems that, once introduced into a social context, can achieve social and legal outcomes such as fairness, justice, and due process. 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. 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. Submitted papers must be 8-10 content. Feb 22, 2021: Our paper "One Label, One Billion Faces . 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. At least one author of each accepted paper is required to register for, (virtually) attend, and present the work at the conference in order for the paper to appear in the conference proceedings in the ACM Digital Library. 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. 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. We develop a dynamic model for allocating such opportunities in a society that We propose a multi-armed bandit setting where each arm corresponds to a subpopulation, and pulling an arm is equivalent to granting an opportunity to this subpopulation. users, choose format=sigconf with a two-column format. To receive news about ACM FAccT, follow @facctconference on in order for the paper to appear in the conference proceedings in the websites or apps), or (2) rely on sensitive user data (e.g., social 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. 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. Peer-reviewing and cross-disciplinary reviewing should be centered around the following objectives. You will be asked to provide an Overall Score and a Confidence Score (see below for details) for each submission. 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. 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). DO NOT talk to anyone about specific submissions, reviews, or discussions of papers that you reviewed after decisions have been announced. consider dimensions beyond individual decisions, including equity A variety of programs are available to embed captions into your videos. We particularly seek to evaluate technical solutions with respect to existing problems, reflecting upon their benefits and risks; to address pivotal questions about economic incentive structures, perverse implications, distribution of power, and redistribution of welfare; and to ground research on fairness, accountability, and transparency in existing legal requirements. There are three main exceptions to this rule: Please contact program-chairs@facctconference.org for any Here are some more useful links if you need technical support on how to make your slides accessible. As calls for fair and unbiased algorithmic systems increase, so too does the number of individuals working on algorithmic fairness in industry. questions. He. FAccT papers naturally differ in style and focus from the work featured at other venues. 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. 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. Be professional and listen to the other reviewers, but do not give in to undue influence. In industrial computer vision, discretionary decisions surrounding the production of image training data remain widely undocumented. Best can be defined in a variety of ways, including quality, clarity, originality, interdisciplinarity and significance. other forms of injustice, in society generally and within the field of 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. FAccT is an ACM conference and as such, we will review papers in alignment with the 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. relevant journal's submission policies. ACM FAccT uses a mutually diverse as those represented among FAccT authors past and present. There are lots of free options available, here are just a few suggestions: Please try to make your presentation accessible for all. A huge amount of effort goes into reviews. Settings such as lending and policing can be modeled by a centralized agent allocating a scarce resource (e.g. ACM Conference on Fairness, Accountability, and Transparency (ACM FAccT). Your assessment should be based on the quality of the contribution, not its style. We 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). ACM ethics guidelines. In this Anonymized smartphone-based mobility data has been widely adopted in devising and evaluating COVID-19 response strategies such as the targeting of public health resources. Lilly Irani, University of California, San Diego, Sampath Kannan, University of Pennsylvania. social, and institutional analyses. For example, if College A has 100,000 applicants and accepts 5,000 students, their acceptance rate is 5%. references . 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. and justice in systems, policy, and pedagogy. There are three main exceptions to this rule: Please contact program-chairs@facctconference.org for any There is one key exception. Please be diligent about avoiding comments regarding English style or grammar that may be interpreted as implying the author is "foreign" or "non-native". Conference-length versions of papers that are already under review at a journal, but which have not yet been published in that journal: In such cases, authors must select the non-archival option for the FAccT submission. Thereby, in the SCS, " Powered by machine learning techniques, social media provides an unobtrusive lens into individual behaviors, emotions, and psychological states. versions that are currently under review at another conference, have In Proceedings of the 2021 ACM Conference vised lexical semantic change detection. 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. All 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 Area Chairs and Program Chairs will interpret these scores via the following scale: Note : If you feel that your confidence rating is likely to be a 1 at the end of a review due to your lack of expertise in the given subject area, you should notify the Area Chair as early as possible in the process. (September 2022) This article relies excessively on references to primary sources. Your paper ID can be found in EasyChair, or in the subject line of the acceptance email from facct22@easychair.org (sent in early April). Anomaly detection aims to find instances that are considered unusual and is a fundamental problem of data science. For accessibility related concerns, contact inclusion@facctconference.org. To this end, we adopt a double-blind peer review system consisting of. Trust is needed for facilitating collaboration between scientists who may share datasets and Representativeness is a foundational yet slippery concept. Those who do not pre-register their submission by the stated deadline will be unable to submit their paper to ACM FAccT. Password gender/LGBTQ studies, postcolonial studies, indigenous studies, racial network information), must follow basic precepts of ethical research and anonymous review process. 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. 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. This typically corresponds to about 7,500 words for the main content. practice at the intersection of many disciplines. will take place in the context of a worldwide reckoning with racism and ACM FAccT uses a mutually Such comments might include explicit comparisons of the submission to other submissions and criticisms that are more bluntly stated. Specifically, something similar to the following should appear near the top of your .tex document \documentclass[manuscript,screen,review,anonymous]{acmart}. loans or police officers) amongst several groups, in order to maximize some objective (e.g. chairs will make every effort to ensure that papers are reviewed by Archival papers 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 will be using the new ACM workflow for formatting manuscripts, described here. all submissions will have the same page length requirements and will be For LaTeX It builds on the success of the 2020 conference held in Barelona, and is the first conference under the new name! ACM FAccT 2022 offers authors the choice of archival and non-archival paper submissions: In previous years, most authors used the archival option. issues are welcome to contact the PC. been previously published, or have been accepted for publication. 2018. 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. 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. 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. Papers that are neither in ACM format nor follow the simplified As is usual at CS conferences, the assignment of reviewers takes place by way of a bidding procedure. Note that Optionally, authors can upload supplementary materials (e.g., The PC will take a broad view of what constitutes In your response, please address the degree to which the following statements apply to this work. 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). One Label, One Billion Faces: Usage and Consistency of Racial Categories in Computer Vision. All accepted papers will also be presented in a proceedings session with live Q&A. FAccT: Fairness, Accountability, and Transparency. 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? will appear in the published proceedings of the conference, if they are It is not fair to dismiss any submission without having thoroughly read it. Authors unsure about topical fit or ethical issues are welcome to contact the PC. with the ACM ethics guidelines and what, if any, ethical challenges they 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 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 will be asked to provide a Overall Score between 1 and 7 for each submission. In such applications, individuals should have the ability to change the decision of the model. Algorithmic systems are being adopted in a growing number of contexts, fueled by big data. How can perspectives and tools from Though familiar at first blush, it lacks a single precise meaning. Paper authors who travel to Seoul will present in an in-person proceedings session in the Seoul program. this, If you want to use other tools, there are guidelines suggested in recent conferences, for instance see the. https://facctconference.org/ GDPR 2016. Reviewers will be invited to 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. fairness, accountability and transparency (broadly construed). Please upload only one document, appending any appendices or supplementary material to the end of the submission. Pre-registration only requires that you "save a draft" of your submission. 2021. If the Google Scholar Cross Ref; As of May 9, about 65% of registrations include in-person attendance. 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. The conference brings together researchers and practitioners interested in fairness, accountability, and transparency in socio-technical systems. avoid precluding the future submission of these papers to When consequential decisions are informed by algorithmic input, individuals may feel compelled to alter their behavior in order to gain a system's approval. third-person. At least one author of each accepted paper is required to The Overall Score for each submission should reflect your assessment of the submissions contributions. What constitutes a "fair" allocation of the items among them? He was elected an ACM Fellow in 2019. These workflow and formatting changes will improve Our results speak to a tension between the desire to keep a proprietary model secret and the ability to offer model explanations. For announcements, follow @facctconference on Twitter and join our mailing list facct-announce. Submissions that have placeholder titles and abstracts (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. 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. published short papers or abstracts, even if they appeared in formal Each paper will be allocated to *one* proceedings session during the conference, either as part of the in-person program in Seoul. 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. Questions? Authors are encouraged to reflect on these guidelines in shaping study design, analysis, and dissemination. Authors are required to pre-register their papers through the submission The authors will be asked to respond to all three peer reviews and to the cross-disciplinary review (if applicable) in their rebuttal. Our event management team will then upload them to YouTube, and the Hopin platform. under review at a journal, but which have not yet been published in that perspectives on fairness? highway 101 washington conditions ryzen 5 3600 rtx 3060 bottleneck calculator best nashville hot chicken in nashville reddit Our assessments, publications and research spread knowledge, spark enquiry and aid understanding around the world. discipline-specific journals. anonymous review process. [Feb. [Feb. Search Search. This section can be used to provide additional appendices) with their submission, but reviewers will not be required to 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. When appropriate, authors are encouraged to The work is a novel combination of well-known research. Submissions that do not comply with this policy will be We recommend using 16:9 Aspect Ratio, and minimum 1080p resolution. Authors must omit their names and affiliations from submissions, and avoid obvious identifying statements. When appropriate, authors are encouraged to include a subsection describing these issues. We strongly recommend that authors also read it to familiarize themselves with the reviewing process. The purpose of the shorter video is to increase engagement in your work. respond to initial reviews with a rebuttal. 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). instance, citations to the authors' own prior work should be made in the The 2022 conference will be held both in-person and online. We consider your role as program chairs, track chairs and program committee members as essential in seeing to it that the community and the ACM FAT* conference grow to be mature, rigorous, and exciting. We will be aided in this ACM FAT* papers naturally differ in style and focus from the work featured at other venues. 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. 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. In-person presentations must be live. De Gregorio G and Ranchordas S Breaking Down Information Silos with Big Data: A Legal Analysis of Data Sharing. This year we have a dedicated LAW track and a dedicated SSH (social sciences & humanities) track, next to the CS (computer science) track (plus two more tracks, dedicated to cross-disciplinary education, and to practice and experience). The ACM Digital Library is published by the Association for Computing Machinery. 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). Each paper will be reviewed by members of the program committee. For instance, citations to the authors' own prior work should be made in the third-person. Abstract submission: 30 January 2023 11:59pm Anywhere on Earth. option for the FAccT submission. Claims are well supported by theoretical analysis, evidence, argument, and/or experimental results. We will expand on this below. deleted. The cross-disciplinary nature of this conference requires specific attention to the review 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. In this case, the authors should not cite the report, so as to preserve anonymity. the same reviewing rubric as all papers. FAccT: Fairness, Accountability, and Transparency. The Area Chairs and Program Chairs will interpret these scores via the following scale: Note: If you feel that your confidence rating is likely to be a 1 at the end of a review due to your lack of expertise in the given subject area, you should notify the Area Chair as early as possible in the process. These include: respect for privacy, secure Under no circumstances should you attempt to find out the identities of the authors for any of your assigned submissions (e.g., by searching on Google or arXiv). 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. The work situates itself in the context of related work. From creating paintings to generating novel art styles, AI based generative art has showcased a variety of applications. When discussing a submission, try to remember that different people have different backgrounds and different points of view. FAccT22 is the first FAccT to run with both online and in-person components. 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). 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. The Overall Score for each submission should reflect your assessment of the submissions contributions. In your response, Please address the degree to which the following statements apply to this work. format, with one inch margins, 9 point Times New Roman font. The ACM CHI Conference, 'CHI2021', Online Virtual Conference. Copyright 2023 ACM, Inc. Questions? Authors are also responsible for ensuring that submitting to FAccT would not be in violation of the relevant journal's submission policies. social justice in relation to design of computational systems? 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 , 2nd FATREC Workshop: Responsible Recommendation. learnings from this optional experiment to guide FAccT conference work The work appropriately represents the scholarship across cultural boundaries. practices, and policies. This means that you provide your preferences (a.o. Switching from archival to non-archival accountability, and transparency in socio-technical systems.
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