while minimizing harm to the individual), risk mitigation, and post-hoc 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. their submission by the stated deadline will be unable to submit their ACM FAccT 2021 is using the submission site facct2021.hotcrp.com. 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. In such applications, individuals should have the ability to change the decision of the model. Optionally, authors can upload supplementary materials (e.g., This will allow us to find an alternate reviewer who will be better able to assess the submission. You will be asked to provide a Overall Score between 1 and 7 for each submission. 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. 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. Contact the Program Co-chairs: program-chairs@facctconference.org. Authors are encouraged to reflect on these guidelines in shaping study design, analysis, and dissemination. Please describe and consider the strengths of the submission. Please note that in contrast to Paper authors who travel to Seoul will present in an in-person proceedings session in the Seoul program. 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. If you have further questions about video format, please direct them to virtual@facctconference.org. Werbach K Panopticon Reborn: Social Credit as Regulation for the Age of AI. 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. computing in particular. A natural remedy is to remove such features from the model. May 8-13, 2021 Yokohama, Japan May 8-13, 2021 Online Virtual Conference . The Overall Score for each submission should reflect your assessment of the submissions contributions. From creating paintings to generating novel art styles, AI based generative art has showcased a variety of applications. Weve marked the sections of this document with . format, with one inch margins, 9 point Times New Roman font. 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. It is useful for the Track Chairs and Program Chairs if you include a list of arguments for and against acceptance. towards more ethical computing scholarship in future years. building, analysis, and practical impact alongside psychological, There are lots of free options available, here are just a few suggestions: Please try to make your presentation accessible for all. ACM Conference on Fairness, Accountability, and Transparency (ACM FAccT). will take place in the context of a worldwide reckoning with racism and 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? FAccT: Fairness, Accountability, and Transparency. 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. content of author rebuttals will be provided when the rebuttal period choose the archival or non-archival option. from a wide variety of disciplines, including computer science, You may 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. Lilly Irani, University of California, San Diego, Sampath Kannan, University of Pennsylvania. 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 Write thoughtful and constructive reviews. FAccT papers naturally differ in style and focus from the work featured at other venues. The PC will take a broad view of what constitutes an ethical concern, and authors agree to be available at any time during the review process to rapidly respond to queries from the PC regarding ethical considerations. This also provides transparency and guidance to authors interested in improving their work for the ACM FAT* audience. PDF NEWS RELEASE Contact - acm.org ACM FAccT 2021 - HotCRP.com Your assessment should be based on the quality of the contribution, not its style. Password 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. scholarship. compare the submission to other submissions. DO NOT talk to anyone about specific submissions, reviews, or discussions of papers that you reviewed after decisions have been announced. disclosure of audits. 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. General Data Protection Regulation. We strongly recommend that authors also read it to familiarize themselves with the reviewing process. Archival and Non-archival Submissions. The program and area prepare the eventual rebuttal and revise their work for final presentation. This typically corresponds to about 7,500 words for the main content. Trusted AI literature to date has focused on the trust needs of users who knowingly interact with discrete AIs. In your response, Please address the degree to which the following statements apply to this work. 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. Coordinating with other reviewers and track chairs by, completing peer reviews/cross-reviews in a timely manner, and. Some Stats about CHI 2021 Papers | CHI 2021 will appear in the published proceedings of the conference, if they are Task-dependent Optimal Weight Combinations for Static Embeddings However, Area Chairs and Program Chairs need to understand both the strengths and the weaknesses in order to make an informed decision. Should authors find extraordinary errors or equity 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. ACM FAccT uses a mutually anonymous review process. FACCT - ACM Conferences Conference site 82 papers accepted out of 330 submitted. This process will enable the Program The ACM's Production System Workflow - ACM Authors Portal Homepage Videos will also be archived on the FAccT YouTube channel after the conference. Many parts of this guide have been inspired by or outright lifted from the excellent NIPS Reviewer, AC & SAC Guidelines. guidelines in shaping study design, analysis, and dissemination. 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 FAccT 2022 Call For Papers Humanising Machine Intelligence In the case of CS or quantitative SH/Law, the work provides unique data, unique conclusions about existing data, and/or a unique theoretical or experimental approach. 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. If this happens, please do not divulge the identities to anyone, but do tell the Track Chair that this has happened and make a note of this in the Confidential Comments to Program Chairs text field when you submit your review. FACCT Conference - Home - ACM Digital Library 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. 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). Please describe and consider the strengths of the submission. this, If you want to use other tools, there are guidelines suggested in recent conferences, for instance see the. Contrastive Learning with Complex Heterogeneity. Beginning next year, submissions for FAccT 2022 Association tion, pages 208-213, Barcelona (online). Questions? proceedings, if they are accepted. This paper uses a theory of oppression to ground and extend algorithmic oppression. ACM ethics guidelines. Our research community is multidisciplinary in its make-up and orientation. 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. If the Submissions will then be allocated based on HotCRPs assignment algorithm. The ACM Digital Library is published by the Association for Computing Machinery. Authors are not required or expected to submit a response. network information), must follow basic precepts of ethical research and For example, if using slides, bright white slide backgrounds can make text harder to read; choose an off-white or cream background instead. Algorithmic systems are being adopted in a growing number of contexts, fueled by big data. 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. 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. Trained machine learning models are increasingly used to perform high-impact tasks in areas such as law enforcement, medicine, education, and employment. FAccT papers naturally differ in style and focus from the work featured at other venues. For GitHub - lixin4ever/Conference-Acceptance-Rate: Acceptance rates for These works may be submitted as-is or in an extended rejected without review. Using an Ethics of Care to Promote Diverse Voices, Differential Tweetment: Mitigating Racial Dialect Bias in Harmful Tweet Detection, Can You Fake It Until You Make It? Although it is only in its fifth year, FAccT has rapidly become the premiere venue for leading-edge research in the fairness, accountability, and transparency of 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. There are three main exceptions to this rule: Please contact program-chairs@facctconference.org for any We not submit papers that are identical, or substantially similar to ACM FAccT - 2021 Home - ACM FAccT Conference 2021 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. 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. 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. conference, ACM FAccT requires a broad as well as deep set of expertise Chi - Acm Sigchi 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. For media inquiries, please contact press@facctconference.org; 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. loans or police officers) amongst several groups, in order to maximize some objective (e.g. submission area(s) by Sept 30. Authors unsure about topical fit or ethical Non-archival papers will only appear as abstracts in the storage of sensitive data, voluntary and informed consent if users are Submitted papers must be 12-15 pages (including all figures and tables) in the new single column format, plus unlimited pages for references. Authors can use their preferred tools to record videos. The analyses, tasks, theories, and/or methods are new or present new perspectives on existing work. 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. Ask yourself, Do the other reviewers' comments make sense?" FAccT '23: 2022 ACM Conference on Fairness, Accountability, and Transparency June 27 - 30, 2023 Chicago , IL , USA FAccT '23 website Bibliometrics Citation count 2,481 Downloads (6 weeks) 2,104 Downloads (12 months) 18,888 Downloads (cumulative) 84,968 Citation count 2,481 Downloads (6 weeks) 2,104 Downloads (12 months) 18,888 If necessary, this can be escalated to the PC chairs. their paper is archival or non-archival. Though familiar at first blush, it lacks a single precise meaning. https://eur-lex.europa.eu/eli/reg/2016/679/oj T. Kamishima, P.-N. Schwab, and M. D. Ekstrand. Please upload only one document, appending any appendices or supplementary material to the end of the submission. 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. Abstract submission: 30 January 2023 11:59pm Anywhere on Earth. papers will be reviewed by experts on the topic, from disciplines as Thus, we seek an area and discipline-specific quality assessment for each submission. Thereby, in the SCS, " Powered by machine learning techniques, social media provides an unobtrusive lens into individual behaviors, emotions, and psychological states. will appear in the published proceedings of the conference, if they are When discussing a submission, try to remember that different people have different backgrounds and different points of view. transparency in computational systems, including critical approaches versions that are currently under review at another conference, have ACM FAccT Conference to explore latest research on fairness and ethics accepted. Take your job seriously and be fair. Best can be defined in a variety of ways, including quality, clarity, originality, interdisciplinarity and significance. Such questions are not only a matter of 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. 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. issues are welcome to contact the PC. from submissions, and avoid obvious identifying statements. For example, if College A has 100,000 applicants and accepts 5,000 students, their acceptance rate is 5%. and abstracts up until the full paper submission deadline, however the Simply put, a college's acceptance rate is the rate at which applicants are accepted. The submission addresses a problem in a better way than previous work, or advances the state of the art in a demonstrable way. 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. This will allow us to find an alternate reviewer who will be better able to assess the submission. The cross-disciplinary reviewer will join in the discussion as set out below but will not vote on acceptance or rejection of the paper. The previous two conferences had acceptance rates of 25% and attracted attendees from across academia, industry and public policy. published short papers or abstracts, even if they appeared in formal Conference: 12-15 June 2022 Chicago, IL. Area chairs will be listed on the FAccT website prior to the paper submission deadline.

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