Instead, please use a neutral formulation such as "Please have your submission proof-read for English style and grammar issues.". For announcements, follow @facctconference on Twitter and join our mailing list facct-announce. For questions regarding registration, contact acm.facct2022@gmail.com. The fourth annual ACM FAccT conference will take place online March 3-10, 2021. FAccT: Fairness, Accountability, and Transparency. Contrastive Learning with Complex Heterogeneity. opens. If you have thoughts and suggetions about this years conference, please fill out this form or be in touch by emailing the ACM FAccT 2021 General Co-chairs William Isaac, Madeleine Clare Elish, and Richard Zemel at general-chairs@facctconference.org. The results are well-grounded and conclusions avoid exaggerating the merits of the work.. That said, if you think the other reviewers are not correct, you are not required to change your mind. Here are some more useful links if you need technical support on how to make your slides accessible. The recent adoption of machine learning models in high-risk settings such as medicine has increased demand for developments in privacy and fairness. : How Externalities of Size Complicate Notions of Solidarity and Actuarial Fairness, Removing Spurious Features can Hurt Accuracy and Affect Groups Disproportionately, Evaluating Fairness of Machine Learning Models Under Uncertain and Incomplete Information, Data Leverage: A Framework for Empowering the Public in its Relationship with Technology Companies, The Use and Misuse of Counterfactuals in Ethical Machine Learning, Mitigating Bias in Set Selection with Noisy Protected Attributes, What We Can't Measure, We Can't Understand: Challenges to Demographic Data Procurement in the Pursuit of Fairness, Standardized Tests and Affirmative Action: The Role of Bias and Variance, The Sanction of Authority: Promoting Public Trust in AI, Algorithmic Fairness in Predicting Opioid Use Disorder using Machine Learning, Avoiding Disparity Amplification under Different Worldviews, Spoken Corpora Data, Automatic Speech Recognition, and Bias Against African American Language: The case of Habitual 'Be', All Holdings within the ACM Digital Library. The purpose of the shorter video is to increase engagement in your work. Password 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). asked to prepare an optional, brief explanation of how their work aligns For media inquiries, please contact press@facctconference.org; It is calculated by dividing the number of accepted students by the number of total applicants. not submit papers that are identical, or substantially similar to It requires various forms of discretionary work to translate high-level objectives or strategic goals into tractable problems, necessitating, among other things, the identification Quantitative definitions of what is unfair and what is fair have been introduced in multiple disciplines for well over 50 years, including in education, hiring, and machine learning. to ensure that the best content is presented at the conference, and. 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. transparency in computational systems, including critical approaches Extensions of : 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? Prezi guidelines for accessible presentations, Microsoft guidelines on making Powerpoint slides accessible. ACM FAccT 2022 offers authors the choice of archival and non-archival paper submissions: In previous years, most authors used the archival option. 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. Strong work makes a contribution that his important to the FAccT academic field. Abstract submission: 30 January 2023 11:59pm Anywhere on Earth. 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. Submissions that do not comply with this policy will be rejected without review. loans or police officers) amongst several groups, in order to maximize some objective (e.g. Conference-length (8-10 pages) versions of papers that are As is usual at CS conferences, the assignment of reviewers takes place by way of a bidding procedure. site by submitting a tentative title and abstract and specifying their Your assessment should be based on the quality of the contribution, not its style. 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. Algorithms convex optimization | Algorithmics, complexity, computer 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. diverse as those represented among FAccT authors past and present. PDF Sorelle A. Friedler FAccT22 is the first FAccT to run with both online and in-person components. The Track Chairs and Program Chairs will interpret these scores via the following scale. KDD 2022 (acceptance rate: 14.99%) deadlines are at 11:59 PM Anywhere On Earth on the given date. will shift to the new ACM workflow for article templates and publication From creating paintings to generating novel art styles, AI based generative art has showcased a variety of applications. 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. We show through theory and experiment that gradient-based explanations of a model quickly reveal the model itself. 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. instance, citations to the authors' own prior work should be made in the Pre-registration only requires that you "save a draft" of your submission. Archival vs. Non-archival Submissions ACM FAccT 2023 offers authors the choice of archival and non-archival paper submissions: Archival and Non-archival Submissions. [1] fairness, accountability and transparency (broadly construed). Note that submitting research for approval by each authors institutional ethics review body (IRB) may be necessary in some cases, but by itself may not be sufficient. 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. Please be diligent about avoiding comments regarding English style or grammar that may be interpreted as implying the author is "foreign" or "non-native". #FAccT2023 We especially welcome contributions that The cross-disciplinary nature of this conference requires specific attention to the review process. personal and professional concern, but also a perennial focus of FAccT May 8-13, 2021 Yokohama, Japan May 8-13, 2021 Online Virtual Conference . judged by the same quality standards, regardless of whether the authors 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. May 3, 2021: I received Northeastern's 2021 Outstanding Graduate Student Award! Always be constructive and help the authors understand your viewpoint, without being dismissive or using inappropriate language. ACM FAccT 2022 [Distinguished Paper Award] (acceptance rate: 25%) D. Fu, L. Fang, R. Maciejewski, V. Tovik, and J. KDD 2022 (acceptance rate: 14.99%) L. Zheng, J. Xiong, Y. Zhu, and J. Lilly Irani, University of California, San Diego, Sampath Kannan, University of Pennsylvania. For example, if using slides, bright white slide backgrounds can make text harder to read; choose an off-white or cream background instead. Authors are encouraged to reflect on these chairs will make every effort to ensure that papers are reviewed by If using LaTeX, please use the template given in sample-manuscript.tex when downloading the latest version of the ACM LaTeX documents. above areas when they register their submissions. Bidding. usability and accessibility as well as support the longevity of ACM 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. Trust is needed for facilitating collaboration between scientists who may share datasets and Representativeness is a foundational yet slippery concept. accepted. You should explain these values in the "Detailed Comments " text field. Questions? (September 2022) This article relies excessively on references to primary sources. We will expand on this below. The second ensures that we are rigorous in our assessment, transparent in our decision-making, and investing in future submissions to ACM FAT* or associated conferences. Authors can use their preferred tools to record videos. Area Chairs should return their meta-reviews by April 5 11:59 pm AoE. Aida Rahmattalabi, Phebe Vayanos, Kathryn Dullerud, and Eric Rice. For general conference information, see https://facctconference.org/2021/. with the ACM ethics guidelines and what, if any, ethical challenges they rejected without review. 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: and ethnic studies, migration studies, work on disability and other ACM FAccT - 2020 CFP - Reviewing Guidelines ACM Conference on Fairness, Accountability, and Transparency (ACM FAccT). Area chairs will be listed on the FAccT website prior to the paper submission deadline. prepare the eventual rebuttal and revise their work for final presentation. Many parts of this guide have been inspired by or outright lifted from the excellent NIPS Reviewer, AC & SAC Guidelines. Please describe and consider the strengths of the submission. Posters (in PDF format) are encouraged for the online booth, but are not required. This process will enable the Program Chairs to better anticipate the submission load and to make necessary adjustments to the program committee. The research community is young but growing fast. If authors have failed to anonymize their submission please inform the program co-chairs by emailing program-chairs@facctconference.org. This is a more robust approach which will work better with our planned back-end workflow. Final submissions will be due on January 21, 2022. social, and institutional analyses. Recent research taking issue with such opacity has proposed standardized processes for dataset documentation. from submissions, and avoid obvious identifying statements. Recent work has revealed that major automatic speech recognition (ASR) systems such as Apple, Amazon, Google, IBM, and Microsoft perform much more poorly for Black U.S. speakers than for white U.S. speakers. Archival papers include a subsection describing these issues. How should the This means that you provide your preferences (a.o. It can be tempting to comment only on the weaknesses. Submitted papers must be 8-10 They should be respected and taken into account, but their comments should not be confused with the peer review. There is one key exception. Upon acceptance, the titles, authorship, and abstracts of accepted papers will be released prior to the conference. respond to initial reviews with a rebuttal. Chairs to better anticipate the submission load and to make necessary 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). 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. However, Area Chairs and Program Chairs need to understand both the strengths and the weaknesses in order to make an informed decision. Non-archival papers will only appear as abstracts in the The claims/arguments are explored in sufficient depth. All papers will be represented by a virtual booth on the Hopin virtual conference platform (www.hopin.com). LISTSERV - FACCT-ANNOUNCE Archives - LISTSERV.ACM.ORG 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. FAccT '23: 2022 ACM Conference on Fairness, Accountability, and Transparency June 27 - 30, 2023 Chicago , IL , USA under review at a journal, but which have not yet been published in that Paper authors who travel to Seoul will present in an in-person proceedings session in the Seoul program. Models of agent responsiveness, termed "strategic manipulation," analyze the interaction between We use cookies to ensure that we give you the best experience on our website. proceedings. program and will be evaluated for their contributions following ethical considerations. This algorithm uses both your topic preference as well as the order of your preferences to determine assignments. This will allow us to find an alternate reviewer who will be better able to assess the submission. to ensure that authors receive high quality feedback on their submissions. For instance, citations to the authors' own prior work should be made in the third-person. Paper submission: 6 Feburary 2023 11:59pm Anywhere on Earth. 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? This section can be used to provide additional FACCT - ACM Conferences Our assessments, publications and research spread knowledge, spark enquiry and aid understanding around the world. About us. 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. published short papers or abstracts, even if they appeared in formal Acm ccs 2022 accepted papers - emf.pallaalbalzo.it Strong work cites relevant prior work, and makes clear how it relates to that work. When consequential decisions are informed by algorithmic input, individuals may feel compelled to alter their behavior in order to gain a system's approval. previous years.) Reviews are due by March 21 11:59 pm AoE. present their work at the FAccT 2021 conference, regardless of whether accepted. ACM FAccT 2022 Call For Papers Humanising Machine Intelligence On submission, authors may be In such applications, individuals should have the ability to change the decision of the model. Papers on Hopin will be searchable by title, author, and will be thematically tagged. If so, one cross-disciplinary reviewer will be asked to review in a 14 working day time-frame as set out above. 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. Area chairs will oversee the reviewing process. All Authors will be asked to select one or more of the above areas when they register their submissions. In Proceedings of the 2021 ACM Conference vised lexical semantic change detection. The previous two conferences had acceptance rates of 25% and attracted attendees from across academia, industry and public policy. 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. Keep in mind that reviewers are not obligated to read the appendix or supplementary materials. 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 . 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. 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. 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. 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. LISTSERV - FACCT-ANNOUNCE Archives - LISTSERV.ACM.ORG FAccT is an ACM conference and as such, we will review papers in alignment with the formatting rules, or papers exceeding the specified page length, may be Please provide an Overall Score for each submission on a scale from -3 to 3. FAT* '19: Proceedings of the Conference on Fairness, Accountability, and Transparency, FAT* '19: Conference on Fairness, Accountability, and Transparency, Chicago ,
In 2022 ACM Conference on Fairness, Accountability, and Transparency, FAccT '22, pages 1240-1256, New York, NY, USA, June 2022. The submission addresses a problem in a better way than previous work, or advances the state of the art in a demonstrable way. We are concerned with complex data in which variables may take any value from a contiguous range or an additional set of discrete states. perspectives on fairness? 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. choice of archival and non-archival paper submissions: The non-archival option is offered to ACM FAccT - FAccT 2022 - Reviewing Guide One should be 3-4 minutes long. Write thoughtful and constructive reviews. subscribe to community norms. Switching from archival to non-archival papers will be reviewed by experts on the topic, from disciplines as read the supplementary materials, so authors are encouraged to use them 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). Optionally, authors can upload supplementary materials (e.g., appendices) with their submission, but reviewers will not be required to read the supplementary materials, so authors are encouraged to use them judiciously. ACM FAccT uses a mutually anonymous review process. Task-dependent Optimal Weight Combinations for Static Embeddings ACM FAccT 2021 is using the submission site facct2021.hotcrp.com. (Acceptance rate: 16%) 11. As of May 9, about 65% of registrations include in-person attendance. What Do Acceptance Rates Really Mean? | CollegeVine Blog There are three main exceptions to this rule: Please contact program-chairs@facctconference.org for any 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. 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. Although it is only in its fifth year, FAccT has rapidly become the premiere Authors are required to pre-register their papers through the submission It is not fair to dismiss any submission without having thoroughly read it. The submission adequately informs the reader about the research. choose the archival or non-archival option. all submissions will have the same page length requirements and will be A variety of programs are available to embed captions into your videos. register for, (virtually) attend, and present the work at the conference ACM FAccT FAccT 2021 Early Bird Registration, call for ACM FAccT Doctoral Consortium (DC). 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. The work situates itself in the context of related work. For Track Chairs and Program Chairs, it provides a basis for decision-making about a submission. sufficient. 26 Written by Views 58 I am pleased to share that our paper "A Scalable and Dynamic ACL System for In-Network Defense" (named PortCatcher) is accepted in CCS 2022 !. Such comments might include explicit comparisons of the submission to other submissions and criticisms that are more bluntly stated. FAccT '21: Proceedings of the 2021 ACM Conference on Fairness, Accountability, and Transparency Fairness, Equality, and Power in Algorithmic Decision-Making. Further information on the expected format and Learning resource allocation policies from observational data with an application to homeless services delivery. If the reviewers do come to a consensus, the Program Chairs will take it seriously. The Overall Score for each submission should reflect your assessment of the submissions contributions. Google Scholar Cross Ref; Design slides taking into account people with Dyslexia (see e.g. proceedings, if they are accepted. Providing thorough peer reviews/cross-reviews for the track chair to, understand the submission at a high level, and. Association tion, pages 208-213, Barcelona (online).