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Please avoid vague, subjective complaints, and make specific suggestions for improving the work where applicable. questions. building, analysis, and practical impact alongside psychological, and ethnic studies, migration studies, work on disability and other How should the The work is built out of foundational input from peoples directly affected by, or used within the development of, the work. For accessibility related concerns, contact inclusion@facctconference.org. pages (including all figures and tables), plus unlimited pages for It is okay to be unavailable for part of the review process (e.g., on vacation for a few days), but if you will be unavailable for more than that -- especially during important windows (e.g., discussion, decision-making) -- you must let the Track Chairs know. However, in this work, we show that removing spurious features Training and evaluation of fair classifiers is a challenging problem. diverse as those represented among FAccT authors past and present.
Task-dependent Optimal Weight Combinations for Static Embeddings To this end, Though familiar at first blush, it lacks a single precise meaning. content of author rebuttals will be provided when the rebuttal period FAccT papers naturally differ in style and focus from the work featured at other venues. For instance, citations to the authors' own prior work should be made in the third-person.
3rd FAccTRec Workshop: Responsible Recommendation - ACM Conferences This also provides transparency and guidance to authors interested in improving their work for the ACM FAT* audience. Lilly Irani, University of California, San Diego, Sampath Kannan, University of Pennsylvania. Targeted advertising is meant to improve the efficiency of matching advertisers to their customers. The conference brings together researchers and practitioners interested in fairness, Videos will also be archived on the FAccT YouTube channel after the conference. The University of California suspended through 2024 the requirement that applicants from California submit SAT scores, upending the major role standardized testing has played in college admissions. Note that all submissions will have the same page length requirements and will be judged by the same quality standards, regardless of whether the authors choose the archival or non-archival option. Disentangling Inuence: Using disentangled representations to audit model predic- Engage actively in the discussion phase for each of the submissions that you are assigned, even if you are not specifically prompted to do so by the corresponding track chair. The Review of Economic Studies, 68(1):205--229, 2001. The Overall Score for each submission should reflect your assessment of the submissions contributions. context but not reduce a submission's chance of acceptance. And stay tuned for updates by following @facctconference on Twitter or joining the FACCT-ANNOUNCE listserv. Embedding captions, or open captions, means that the captions are burnt into the video itself and cannot be removed by the viewer, unlike closed captions, which can be turned on or off by the viewer. ACM Conference on Fairness, Accountability, and Transparency (ACM FAccT). asked to prepare an optional, brief explanation of how their work aligns DO NOT talk to anyoneincluding other reviewers or Track co-Chairsabout submissions that are assigned to you without prior approval from the submissions Track Chair; other reviewers or Track co-Chairs may have conflicts with these submissions. This paper proposes new search algorithms for counterfactual explanations based upon mixed integer programming. proceedings, if they are accepted. Please ensure your videos have *embedded* captions. content. 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. 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. Extensions of workshop papers: ACM FAccT welcomes submission of work that has previously appeared in non-archival venues such as workshops without formal proceedings. The latest data we have shows there are 11,240 reviews in the system. For instance, citations to the authors' own prior work should be made in the third-person. 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). placed at risk, avoiding deceptive practices when not essential, Beginning next year, submissions for FAccT 2022 ACM Q&A will be live in both cases. 9. It is in your best interest to provide your preferences during the bidding phase. Please describe and consider the strengths of the submission. The submission adequately informs the reader about the research. Submissions that have placeholder titles and abstracts (e.g., He was elected an ACM Fellow in 2019. accepted. 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? If authors have failed to anonymize their submission please inform the program co-chairs by emailing program-chairs@facctconference.org. research for approval by each authors institutional ethics review body The Overall Score for each submission should reflect your assessment of the submissions contributions. ethical considerations. the ethics of the work in a submission, the PC will consider the ethical The growing volume of digital data stimulates the adoption of recommender systems in different socioeconomic domains, including news industries. Reviewers will be invited to Papers may also be formatted simply in two-column For authors, it provides transparency into our decisions and, as such, guidance for revising their work for rebuttal and for their final presentation. (Acceptance rate: 16%) 11. publication archive. Online presentations may be either live or pre-recorded. Automated systems for detecting harmful social media content are afflicted by a variety of biases, some of which originate in their training datasets. authors will be examined by PC Chairs on a case-by-case basis. To this end, we adopt a double-blind peer review system consisting of. conference, ACM FAccT requires a broad as well as deep set of expertise
chairs for clarification. (IRB) may be necessary in some cases, but by itself may not be At least one author of each accepted paper is required to To receive news about ACM FAccT, follow @facctconference on .
PDF Four Years of FAccT: A Reflexive, Mixed-Methods Analysis of Research 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 . with the review process, authors are asked to select one or more of the
Vishakha Agrawal - Research - University of California, Los Angeles insufficiently addressed issues in computing such as: How do algorithmic Important Dates. 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? preliminary title and abstract should be representative of the submitted Trust is needed for facilitating collaboration between scientists who may share datasets and Representativeness is a foundational yet slippery concept. fairness, accountability and transparency (broadly construed). Weve marked the sections of this document with . Please note that in contrast to New York, NY, Feb. 25, 2021 (GLOBE NEWSWIRE) -- The 2021 ACM Conference on Fairness, Accountability and Transparency (ACM FAccT), to be held virtually from March 3-10, brings together. Aida Rahmattalabi, Phebe Vayanos, Kathryn Dullerud, and Eric Rice.
Min Kyung Lee, Ph.D. - minlee.net Settings such as lending and policing can be modeled by a centralized agent allocating a scarce resource (e.g. Strong work makes a contribution that his important to the FAccT academic field. all submissions will have the same page length requirements and will be include a subsection describing these issues. 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. 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. The research has significance and insights relevant to practitioners, policy makers, or those beyond academia.
About ACM Publications - Association for Computing Machinery These tests are often run on their websites without explicit consent from users. Authors will be able to make changes to their titles proceedings, if they are accepted. Although you may have the opportunity to review this rebuttal and revise your recommendation, generally speaking, your overall assessment should reflect on whether you believe the paper merits acceptance except for minor revisions. Area chairs will oversee the reviewing process.
FAccTRec 2021: The 4th Workshop on Responsible Recommendation - dl.acm.org 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. faced in their work. for other questions/comments, hello@facctconference.org. ACM Journal of Experimental Algorithmics, 24.1 (2019): 1-10. . 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.
AI ethics research conference suspends Google sponsorship Archival papers Your overall assessment should reflect whether you believe the paper merits acceptance except for minor revisions. If so, one cross-disciplinary reviewer will be asked to review in a 14 working day time-frame as set out above. Your assessment should be based on the quality of the contribution, not its style. 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 FAccT (@FAccT@mastodon.acm.org) - Mastodon 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. Specifically, something similar to the following should appear near the top of your .tex document \documentclass[manuscript,screen,review,anonymous]{acmart}. Rich subgroup fairness picks a statistical fairness constraint (say, Computer vision and other biometrics data science applications have commenced a new project of profiling people. Contact the Program Co-chairs: program-chairs@facctconference.org. These workflow and formatting changes will improve
LISTSERV - FACCT-ANNOUNCE Archives - LISTSERV.ACM.ORG This process will enable the Program study and development of computing as a field of knowledge and New York, NY, June 15, 2022 - The 2022 ACM Conference on Fairness, Accountability and Transparency (ACM FAccT) will be held online and in-person in Seoul, South Korea from June 21-24 2022. We will expand on this below. Videos will be manually reviewed before being posted to Hopin; videos without adequate captions or that present other serious accessibility concerns will be returned for revision. format, with one inch margins, 9 point Times New Roman font. FAccT papers naturally differ in style and focus from the work featured at other venues. from a wide variety of disciplines, including computer science, 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. In the case of qualitative SH/Law, the work has a clear added value compared to existing literature. option for the FAccT submission. 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. We welcome contributions that consider dimensions beyond individual decisions, including equity and justice in systems, policy, and human rights. 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. Our research community is multidisciplinary in its make-up and orientation. He. FAccT: Fairness, Accountability, and Transparency. [1] If using LaTeX, please use the template given in sample-manuscript.tex when downloading the latest version of the ACM LaTeX documents.
The ACM's Production System Workflow - ACM Authors Portal Homepage 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. A natural remedy is to remove such features from the model. If the FAT* '19: Proceedings of the Conference on Fairness, Accountability, and Transparency, FAT* '19: Conference on Fairness, Accountability, and Transparency, Chicago ,
Non-archival papers will only appear as abstracts in the In this light, we especially welcome attention to To that end, if you need to cite existing work, please be as precise as possible and give a complete citation. Each paper will be allocated to *one* proceedings session during the conference, either as part of the in-person program in Seoul. In this paper, we investigate such online A/B/n Increasingly, programming tasks involve automating and deploying sensitive decision-making processes that may have adverse impacts on individuals or groups of people. the review process to rapidly respond to queries from the PC regarding We will use 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. Ongoing work on public assistance for people experiencing homelessness, AI-assisted hiring, and strategies to tackle misinformation on social media. previously appeared in non-archival venues such as workshops without The third annual ACM FAT* Conference brings together researchers and practitioners interested in fairness, accountability, and transparency in socio-technical systems. 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. not be told whether submissions under review are archival or not, to above areas when they register their submissions. You may This process will enable the Program Chairs to better anticipate the submission load and to make necessary adjustments to the program committee. gender/LGBTQ studies, postcolonial studies, indigenous studies, racial Submissions that do not comply with this policy will be rejected without review. Authors can use their preferred tools to record videos.
ACM FAccT - FAccT 2022 - Reviewing Guide Rather than using 'transaction generated information', these systems measure the 'real world' and produce an assessment of the 'world state' We present a large-scale study of gender bias in occupation classification, a task where the use of machine learning may lead to negative outcomes on peoples' lives. learnings from this optional experiment to guide FAccT conference work papers will be reviewed by experts on the topic, from disciplines as 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. There is one key exception. It is clear how this work differs from previous contributions. formatting rules, or papers exceeding the specified page length, may be In such applications, individuals should have the ability to change the decision of the model. . The program and area social, and institutional analyses. Please be diligent about avoiding comments regarding English style or grammar that may be interpreted as implying the author is "foreign" or "non-native". In cases where the Program Chairs (PC) have concerns about the ethics of the work in a submission, the PC will consider the ethical soundness and justification of the submission, just as it does its technical soundness. 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. 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. 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). Archival papers Many parts of this guide have been inspired by or outright lifted from the excellent NIPS Reviewer, AC & SAC Guidelines. This section can be used to provide additional 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. loans or police officers) amongst several groups, in order to maximize some objective (e.g. In keeping with our roots in computing, we appreciate both systems May 8-13, 2021 Yokohama, Japan May 8-13, 2021 Online Virtual Conference .
ACM FAccT - FAccT 2022 - Reviewing Guide 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. 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 !. sufficient. Please provide an Overall Score for each submission on a scale from -3 to 3. deadlines are at 11:59 PM anywhere on earth (AoE) on the given date. These works may be submitted as-is or in an extended form. Try not be that reviewer! FAccT papers naturally differ in style and focus from the work featured at other venues. While it allows sellers to increase their profits, it also raises several concerns in terms of fairness. 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.
FACCT - ACM Conferences journal: In such cases, we require authors to select the non-archival which area your submission fits under, feel free to contact the Program statistics, the humanities, and law. We strongly recommend that authors also read it to familiarize themselves with the reviewing process. In this case, the authors should not cite the report, so as to preserve anonymity. 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. When appropriate, authors are encouraged to include a subsection describing these issues. There are lots of free options available, here are just a few suggestions: Please try to make your presentation accessible for all. We will be aided in this To reconcile algorithmic Price discrimination - offering different prices to different customers - has become common practice. 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). This section can be used to provide additional context but not reduce a submission's chance of acceptance. chairs will make every effort to ensure that papers are reviewed by
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. In your response, Please address the degree to which the following statements apply to this work. usability and accessibility as well as support the longevity of ACM Such The ACM Production System (or TAPS) allows ACM authors to deliver the LaTeX or Word source of their articles and generate high-quality PDF and HTML5 output, as well as XML, for storage and distribution through the ACM Digital Library. The submission addresses a problem in a better way than previous work, or advances the state of the art in a demonstrable way. This years conference Submitted papers must be 8-10 to ensure that authors receive high quality feedback on their submissions. rejected without review. 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. 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. not submit papers that are identical, or substantially similar to
respond to initial reviews with a rebuttal. These include: respect for privacy, secure It can be tempting to comment only on the weaknesses. Algorithmic systems are being adopted in a growing number of contexts, fueled by big data. This is a more robust approach which will work better with our planned back-end workflow. 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. Review content serves two purposes. Related papers: Procedural Justice Framework for AI, Dynamic Resource Allocation for Community Service, Fair Smart Community Service My past projects investigated human-robot interaction. submission. Using inappropriate or derogatory language is not acceptable. Authors must omit their names and affiliations from submissions, and avoid obvious identifying statements. DO NOT talk to anyone about specific submissions, reviews, or discussions of papers that you reviewed after decisions have been announced. We welcome submissions in the following areas: FAccT is an ACM conference about computing, dedicated to rigorous ACM FAccT maintains the confidentiality of submitted material. Classification models are often used to make decisions that affect humans: whether to approve a loan application, extend a job offer, or provide insurance. The recent adoption of machine learning models in high-risk settings such as medicine has increased demand for developments in privacy and fairness. For general conference information, see https://facctconference.org/2021/. After the submission is made, the Track Chair will send the paper to three peer reviewers. while minimizing harm to the individual), risk mitigation, and post-hoc For fields that typically publish in journals, submissions should be of the quality that would warrant a journal submission, though may be shorter due to different page constraints. concerns in paper reviews, authors will have an opportunity to work. Our assessments, publications and research spread knowledge, spark enquiry and aid understanding around the world. statistics, law, social sciences, the humanities, and education. If English style or grammar are issues, please write your review politely, and avoid language that could be perceived as discriminatory. 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. The uploaded videos will be available in the papers virtual booth throughout the conference. anonymous review process. Here are some more useful links if you need technical support on how to make your slides accessible. You should explain these values in the "Detailed Comments " text field. submissions violate our dual submission policy and will be removed from 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. Contact the Program Co-chairs: program-chairs@facctconference.org. 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. This dichotomy undermines efforts to make algorithmic systems more fair, transparent, and accountable.
Algorithms convex optimization | Algorithmics, complexity, computer FAccT is an ACM conference and as such, we will review papers in alignment with the
Acm ccs 2022 accepted papers - geebt.silvestervenedig.de This flagship conference is generally considered the most prestigious in the field of HCI and attracts thousands of international attendees annually. There is one key exception. It builds on the success of the 2020 conference held in Barelona, and is the first conference under the new name! 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.
FAccT is an subscribe to community norms. As calls for fair and unbiased algorithmic systems increase, so too does the number of individuals working on algorithmic fairness in industry. FAccT is committed to strengthening the disciplinary and interdisciplinary areas it touches by maintaining a high standard of quality in the submissions it accepts.
FAccT 2021 Conference on Fairness, Accountability and Transparency Posters (in PDF format) are encouraged for the online booth, but are not required. and do consider changing your mind in light of their comments, if appropriate. All effort by your area selections and the abstract of your paper. will shift to the new ACM workflow for article templates and publication 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. Upon acceptance, the titles, authorship, and abstracts of Be professional and listen to the other reviewers, but do not give in to undue influence. in length.
Acm ccs 2022 accepted papers - emf.pallaalbalzo.it 2021. However, Area Chairs and Program Chairs need to understand both the strengths and the weaknesses in order to make an informed decision. The other should be 12-15 minutes long. reviewers with the appropriate expertise. We especially welcome contributions that from a wide variety of disciplines, including computer science, KDD 2022 (acceptance rate: 14.99%) Reviewers will not be told whether submissions under review are archival or not, to avoid influencing their evaluations.