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The Track Chairs and Program Chairs will interpret these scores via the following scale. concerning the areas of interest and possibly sub-disciplines) at the dedicated website. FAccT: Fairness, Accountability, and Transparency. towards more ethical computing scholarship in future years. Our results speak to a tension between the desire to keep a proprietary model secret and the ability to offer model explanations. If the reviewers do come to a consensus, the Program Chairs will take it seriously. 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. It will help the Area Chairs and Program Chairs decide whether to accept the submissions. 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. perspectives on fairness? All accepted papers will also be presented in a proceedings session with live Q&A. We welcome contributions that consider dimensions beyond individual decisions, including equity and justice in systems, policy, and human rights. not be told whether submissions under review are archival or not, to Algorithmic oppression is then situated through a Black feminist lens part of which entails highlighting the double bind of technology. Algorithmic systems are being adopted in a growing number of contexts, fueled by big data. Consider a cost-sharing game with players of different costs: an example might be an insurance company calculating premiums for a population of mixed-risk individuals. in length. A huge amount of effort goes into reviews. 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. 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. To aid From creating paintings to generating novel art styles, AI based generative art has showcased a variety of applications. Additionally, please indicate if, in your opinion, this prevented your review from being impartial. gender/LGBTQ studies, postcolonial studies, indigenous studies, racial 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. [1] Please avoid vague, subjective complaints, and make specific suggestions for improving the work where applicable. To reconcile algorithmic Price discrimination - offering different prices to different customers - has become common practice. Authors can use their preferred tools to record videos. 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. 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.
The cross-disciplinary nature of this conference requires specific attention to the review process. For LaTeX Strong work makes a contribution that his important to the FAccT academic field. Meta-Learned Metrics over Multi-Evolution Temporal Graphs. Password This section can be used to provide additional Simply put, a college's acceptance rate is the rate at which applicants are accepted. With great power comes great responsibility! transparency in computational systems, including critical approaches workshop papers: ACM FAccT welcomes submission of work that has Papers that (1) describe experiments with users and/or deployed systems (e.g., websites or apps), or (2) rely on sensitive user data (e.g., social network information), must follow basic precepts of ethical research and subscribe to community norms. 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. 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. 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. Extensions of Important Dates. 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). What kinds of marginalization are relevant to The conference brings together researchers and practitioners interested in fairness, ACM FAccT 2022 offers authors the choice of archival and non-archival paper submissions: Always be constructive and help the authors understand your viewpoint, without being dismissive or using inappropriate language. 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. to ensure that the best content is presented at the conference, and. accepted. 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. ACM Conference on Fairness, Accountability, and Transparency (ACM FAccT). ACM FAccT maintains confidentiality of submitted material. and justice in systems, policy, and pedagogy. : 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? We Area chairs will oversee the reviewing process. 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.
faced in their work. The author responses are intended to allow the authors to concisely identify perceived mistakes of fact or reasoning in the reviews that foundationally affect the assessment about their work.
For instance, citations to the authors' own prior work should be made in the third-person. Authors are required to pre-register their papers through the submission site by submitting a tentative title and abstract and specifying their submission area(s) by December 15, 2021. study and development of computing as a field of knowledge and This typically corresponds to about 8,000 words for the main welcome scholarship in dialogue with fairness, accountability, and The submission is clearly written and well organized. Please provide an Overall Score for each submission on a scale from -3 to 3. form. Authors are also responsible for Such journal: In such cases, we require authors to select the non-archival Final submissions will be due on January 21, 2022. 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. 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. That said, if you think the other reviewers are not correct, you are not required to change your mind. This process will enable the Program Chairs to better anticipate the submission load and to make necessary adjustments to the program committee. We will use in order for the paper to appear in the conference proceedings in the fairness, accountability and transparency (broadly construed). 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. Thanks for contributing to FAccT 22! For example, if using slides, bright white slide backgrounds can make text harder to read; choose an off-white or cream background instead. It can be tempting to comment only on the weaknesses. 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? Reviews are due by March 21 11:59 pm AoE. 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. If necessary, this can be escalated to the PC chairs. Although it is only in its fifth year, FAccT has rapidly become the premiere context but not reduce a submission's chance of acceptance. 9%! Authors are encouraged to reflect on these avoid influencing their evaluations. It is calculated by dividing the number of accepted students by the number of total applicants. The results or conclusions are important for the FAccT academic field. 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). They should be respected and taken into account, but their comments should not be confused with the peer review. Please describe and consider the strengths of the submission. field address the problems and opportunities of intersectional However, there has been AI technology offers opportunities to expand virtual and physical access for people with disabilities. 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. Many powerful computing technologies rely on implicit and explicit data contributions from the public.
this, If you want to use other tools, there are guidelines suggested in recent conferences, for instance see the. Authors are not required or expected to submit a response. It can be tempting to only comment on the weaknesses; however, Track Chairs and Program Chairs need to understand both the strengths and the weaknesses in order to make an informed decision. ACM FAccT 2022 [Distinguished Paper Award] (acceptance rate: 25%) D. Fu, L. Fang, R. Maciejewski, V. Tovik, and J. disclosure of audits. This process will enable the Program 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. 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. ACM ethics guidelines. 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. Association tion, pages 208-213, Barcelona (online). 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. When appropriate, authors are encouraged to include a subsection describing these issues. paper is accepted, authors will have to reformat their paper in the ACM the same reviewing rubric as all papers. Submissions that have placeholder titles and abstracts (e.g., the concerns of ACM FAccT? These works may be submitted as-is or in an extended form. 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. Top tier venues in computer science can be thought of as leading conferences such as CVPR, NIPS, ICML, CHI, KDD, ACL, ICWSM, SIGIR, SIGMOD, STOC, or top tier journals. Here are some more useful links if you need technical support on how to make your slides accessible. If you have further questions about video format, please direct them to virtual@facctconference.org. Contact the Program Co-chairs: program-chairs@facctconference.org. This paper proposes new search algorithms for counterfactual explanations based upon mixed integer programming. Note that 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. insufficiently addressed issues in computing such as: How do algorithmic For questions regarding registration, contact acm.facct2022@gmail.com. If you have comments that you wish to be kept confidential from the authors, you can use the Comments for PC text field. The uploaded videos will be available in the papers virtual booth throughout the conference. 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.
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