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The program and area Beginning next year, submissions for FAccT 2022 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. For accessibility related concerns, contact inclusion@facctconference.org. ACM Conference on Fairness, Accountability, and Transparency - Wikipedia For LaTeX Algorithmic Fairness in Predicting Opioid Use Disorder using Machine with the ACM ethics guidelines and what, if any, ethical challenges they The authors are careful and transparent about evaluating both the strengths and weaknesses of their work. FACCT - ACM Conferences 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. If using LaTeX, please use the template given in sample-manuscript.tex when downloading the latest version of the ACM LaTeX documents. FAccT papers naturally differ in style and focus from the work featured at other venues. 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). Conference site 82 papers accepted out of 330 submitted. Your video must have *embedded* captions (see next section). The work situates itself in the context of related work. The research community is young but growing fast. ACM FAccT uses a mutually anonymous review process. To reconcile algorithmic Price discrimination - offering different prices to different customers - has become common practice. their submission by the stated deadline will be unable to submit their questions. 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. conference, ACM FAccT requires a broad as well as deep set of expertise We will be using the new ACM workflow for formatting manuscripts, described here. register for, (virtually) attend, and present the work at the conference 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. Try not be that reviewer! 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. It is calculated by dividing the number of accepted students by the number of total applicants. 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. papers will be reviewed by experts on the topic, from disciplines as ACM Reviews are due by March 21 11:59 pm AoE. 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. In this case, the authors should not cite the report, so as to preserve anonymity. Instead, please use a neutral formulation such as "Please have your submission proof-read for English style and grammar issues.". Chairs to better anticipate the submission load and to make necessary Trained machine learning models are increasingly used to perform high-impact tasks in areas such as law enforcement, medicine, education, and employment. 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. Submissions that have "placeholder" titles and abstracts (e.g., "TBA") or none at all at the abstract submission deadline may be deleted. 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. Email Forgot your password? Write thoughtful and constructive reviews. The growing volume of digital data stimulates the adoption of recommender systems in different socioeconomic domains, including news industries. Authors will be able to make changes to their titles welcome scholarship in dialogue with fairness, accountability, and 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. 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. previously appeared in non-archival venues such as workshops without Consequential decision-making typically incentivizes individuals to behave strategically, tailoring their behavior to the specifics of the decision rule. 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. Important Dates. Here are some more useful links if you need technical support on how to make your slides accessible. Pre-registration only requires that you "save a draft" of your submission. chairs for clarification. Options and templates are available for both Word and LaTeX users. : Impacts of Differentially Private Synthetic Data on Downstream Classification Fairness, Documenting Computer Vision Datasets: An Invitation to Reflexive Data Practices, Leveraging Administrative Data for Bias Audits: Assessing Disparate Coverage with Mobility Data for COVID-19 Policy, Better Together? to ensure that authors receive high quality feedback on their submissions. 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. gender/LGBTQ studies, postcolonial studies, indigenous studies, racial The non-archival option is offered to avoid precluding the future submission of these papers to discipline-specific journals. statistics, the humanities, and law. 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. ACM FAccT is an interdisciplinary conference publishing research in algorithmic 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. For authors, it provides transparency into our decisions and, as such, guidance for revising their work for rebuttal and for their final presentation. will appear in the published proceedings of the conference, if they are their paper is archival or non-archival. 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? Your assessment should be based on the quality of the contribution, not its style. Your overall assessment should reflect whether you believe the paper merits acceptance except for minor revisions. Settings such as lending and policing can be modeled by a centralized agent allocating a scarce resource (e.g. These works may be submitted as-is or in an extended Using inappropriate or derogatory language is not acceptable. proceedings, if they are accepted. practice at the intersection of many disciplines. You may You can read more on any of the above points here. The other should be 12-15 minutes long. format, with one inch margins, 9 point Times New Roman font. Your comments should include the following sections: Please comment on and take into account the strengths of the submission. ACM FAccT solicits work from a wide variety of disciplines, including computer science, statistics, law, social sciences, the humanities, and policy, and multidisciplinary scholarships on fairness, accountability and transparency in computational systems (broadly construed). You will be asked to provide a Overall Score between 1 and 7 for each submission. Bidding. It can be tempting to comment only on the weaknesses. ACM FAccT - 2021 CFP deleted. will take place in the context of a worldwide reckoning with racism and 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. The ACM's Production System Workflow - ACM Authors Portal Homepage Please describe and consider the strengths of the submission. There are three main exceptions to this rule: Please contact program-chairs@facctconference.org for any 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. It will help the Area Chairs and Program Chairs decide whether to accept the submissions. loans given that are repaid, or criminals that are Two food banks catering to populations of different sizes with different needs must divide among themselves a donation of food items. an ethical concern, and authors agree to be available at any time during Opportunities such as higher education can promote intergenerational mobility, leading individuals to achieve levels of socioeconomic status above that of their parents. Papers that are neither in ACM format nor follow the simplified 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. 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. ACM Conference on Fairness, Accountability, and Transparency (ACM FAccT). Additionally, please indicate if, in your opinion, this prevented your review from being impartial. Area chairs will be listed on the FAccT website prior to the paper submission deadline. 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. Such comments might include explicit comparisons of the submission to other submissions and criticisms that are more bluntly stated. Twitter and join our mailing list facct-announce. ACM ethics guidelines. Recently, deep anomaly detection methods were shown to achieve superior results particularly in complex data such as images. while minimizing harm to the individual), risk mitigation, and post-hoc For questions relating to the organization of the conference as a whole, contact general-chairs@facctconference.org. Questions? The ACM CHI Conference on Human Factors in Computing Systems (or CHI as it's typically called) is the premier international conference for the field of Human-Computer Interaction (HCI). Area chairs will oversee the reviewing process. avoid influencing their evaluations. 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). 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. Non-archival papers will only appear as abstracts in the Bedrock concepts in computer science---such China's Social Credit System (SCS, or shehui xinyong tixi) is expected to become the first digitally-implemented nationwide scoring system with the purpose to rate the behavior of citizens, companies, and other entities. ACM FAccT 2022 Call For Papers Humanising Machine Intelligence 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. 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). Your comments should be detailed, specific, and polite. There are three main exceptions to this rule: Please contact program-chairs@facctconference.org for any This process will enable the Program Disentangling Inuence: Using disentangled representations to audit model predic- disclosure of audits. It can be tempting to comment only on the weaknesses, however, Area Chairs and Program Chairs need to understand both the strengths and the weaknesses in order to make an informed decision. Contrastive Learning with Complex Heterogeneity. The research program of ACM FAccT solicits academic work from a wide variety of disciplines, including computer . 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. asked to prepare an optional, brief explanation of how their work aligns work. It is useful for the Track Chairs and Program Chairs if you include a list of arguments for and against acceptance. guidelines in shaping study design, analysis, and dissemination. context but not reduce a submission's chance of acceptance. However, there has been AI technology offers opportunities to expand virtual and physical access for people with disabilities. What constitutes a "fair" allocation of the items among them? Authors can use their preferred tools to record videos. Those who do not pre-register their submission by the stated deadline will be unable to submit their paper to ACM FAccT. scholarship. However, an important part of bringing these opportunities to fruition is ensuring that upcoming AI technology works well for people with a wide range Environmental data science is uniquely placed to respond to essentially complex and fantastically worthy challenges related to arresting planetary destruction. In-person presentations must be live. maintained. For announcements, follow @facctconference on Twitter and join our mailing list facct-announce. Archival and Non-archival Submissions. Those who do not pre-register Task-dependent Optimal Weight Combinations for Static Embeddings Always be constructive and help the authors understand your viewpoint, without being dismissive. Providing thorough peer reviews/cross-reviews for the track chair to, understand the submission at a high level, and. Though familiar at first blush, it lacks a single precise meaning. These works may be submitted as-is or in an extended form. towards more ethical computing scholarship in future years. We are concerned with complex data in which variables may take any value from a contiguous range or an additional set of discrete states. For instance, citations to the authors' own prior work should be made in the third-person. This typically corresponds to about 8,000 words for the main rejected without review. choose the archival or non-archival option. We will expand on this below. Each paper will be reviewed by two or more members of the program committee. Welcome to the 2021 ACM Conference on Fairness, Accountability, and Transparency (ACM FAccT 2021) submissions site. submission area(s) by Sept 30. 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. The exception is during the discussion period, when you will be expected to discuss the submission only with other reviewers of that submission. 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. Conference-length (8-10 pages) versions of papers that are The PC will take a broad view of what constitutes judiciously. 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. 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). 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. The online conferenceincluding both live-streamed elements of the in-person conference, and online-only contentwill also begin on June 21, with content and discussion available for two weeks from that date, and a library of content available subsequently. In this light, we especially welcome attention to After all, risk Kearns, Neel, Roth, and Wu [ICML 2018] recently proposed a notion of rich subgroup fairness intended to bridge the gap between statistical and individual notions of fairness. Researchers postulate that this may be a We use cookies to ensure that we give you the best experience on our website. ACM Conference on Fairness, Accountability, and Transparency (ACM FAccT). Password which area your submission fits under, feel free to contact the Program Note that The ACM Journal on Responsible Computing (JRC) will publish high-quality original research at the intersection of computing, ethics, information, law, policy, responsible innovation, and social responsibility from a wide range of convergent, interdisciplinary, multidisciplinary, and transdisciplinary perspectives. Authors must omit their names and affiliations The purpose of the shorter video is to increase engagement in your work. with the review process, authors are asked to select one or more of the To receive news about ACM FAccT, follow @facctconference on ACM Conference Showcases Research on Fairness, Accountability and (September 2022) This article relies excessively on references to primary sources. What Do Acceptance Rates Really Mean? | CollegeVine Blog It builds on the success of the 2020 conference held in Barelona, and is the first conference under the new name! 2021. The submission is clearly written and well organized. social, and institutional analyses. FAccT '21: Proceedings of the 2021 ACM Conference on Fairness, Accountability, and Transparency Fairness, Equality, and Power in Algorithmic Decision-Making. PDF Four Years of FAccT: A Reflexive, Mixed-Methods Analysis of Research 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? Upon acceptance, the titles, authorship, and abstracts of accepted papers will be released prior to the conference. last year, papers and position papers are in scope for the The work is built out of foundational input from peoples directly affected by, or used within the development of, the work. 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. 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? If you need to cite existing work to justify one of your comments, please be as precise as possible and give a complete citation. These workflow and formatting changes will improve About ACM Publications - Association for Computing Machinery Submissions that do not comply with this policy will be social justice in relation to design of computational systems? Authors are required to pre-register their papers through the submission include a subsection describing these issues. Q&A will be live in both cases. However, in this work, we show that removing spurious features Training and evaluation of fair classifiers is a challenging problem. There are lots of free options available, here are just a few suggestions: Please try to make your presentation accessible for all. For instance, citations to the authors' own prior work should be made in the third-person. 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). relevant journal's submission policies. ACM Digital Library. CFP - easychair.org 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. Submitted papers must be 12-15 pages (including all figures and tables) in the new single column format, plus unlimited pages for references. Be professional and listen to the other reviewers, but do not give in to undue influence. ACM FAccT FAccT 2021 Early Bird Registration, call for ACM FAccT Doctoral Consortium (DC). With great power comes great responsibility! 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. Conspicuously absent from the literature is a rigorous treatment of public trust in AI. 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. Caliskan_CV_Brookings.pdf - AYLIN CALISKAN Assistant Archival vs. Non-archival Submissions ACM FAccT 2023 offers authors the choice of archival and non-archival paper submissions: Peer-reviewing and cross-disciplinary reviewing should be centered around the following objectives. Extensions of Providing thorough peer reviews/cross-reviews for the authors to. AI ethics research conference suspends Google sponsorship (27.9% acceptance rate). Optionally, authors can upload supplementary materials (e.g., in length. research for approval by each authors institutional ethics review body Algorithmic oppression is then situated through a Black feminist lens part of which entails highlighting the double bind of technology. the concerns of ACM FAccT? submission. (Acceptance rate: 16%) 11. Many powerful computing technologies rely on implicit and explicit data contributions from the public. The results or conclusions are important for the FAccT academic field. proceedings. transparency in computational systems, including critical approaches When discussing a submission, try to remember that different people have different backgrounds and different points of view. These include: compliance with applicable laws, respect for privacy, secure storage of sensitive data, voluntary and informed consent when appropriate, avoiding deceptive practices when not essential, beneficence (maximizing the benefits to an individual or to society while minimizing harm to the individual), risk mitigation, and post-hoc disclosure of audits. Final submissions will be due on January 21, 2022. Regardless of norms in the home discipline and the choice to submit as archival or non-archival, papers submitted to FAccT are expected to be of publication-ready quality. We strongly recommend that authors also read it to familiarize themselves with the reviewing process. Although it is only in its fifth year, FAccT has rapidly become the premiere GitHub - lixin4ever/Conference-Acceptance-Rate: Acceptance rates for This section can be used to provide additional