---
title: "FAccT 2022 — all accepted papers, page 2 — the most cited first"
description: "All 181 papers of FAccT 2022 · page 2 of 2, the most cited first; those with our summary link to it."
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# FAccT 2022: all accepted papers

181 papers · page 2 of 2 · the most cited first · [← FAccT 2022](https://md.research.elamur.ai/free/en/venues/acm-conference-on-fairness-accountability-and-transparency-facct/2022/)

[← prev](https://md.research.elamur.ai/free/en/venues/acm-conference-on-fairness-accountability-and-transparency-facct/2022/papers/) [1](https://md.research.elamur.ai/free/en/venues/acm-conference-on-fairness-accountability-and-transparency-facct/2022/papers/) **2**

101. **[From Demo to Design in Teaching Machine Learning ↗](https://doi.org/10.1145/3531146.3534634)**Karl-Emil Kjær Bilstrup, Magnus Høholt Kaspersen, Ira Assent et al.*19 citations*
102. **[Limits of Individual Consent and Models of Distributed Consent in Online Social Networks ↗](https://doi.org/10.1145/3531146.3534640)**Juniper L. Lovato, Antoine Allard, Randall Harp et al.*19 citations*
103. **[System Safety and Artificial Intelligence ↗](https://doi.org/10.1145/3531146.3533215)**Roel Dobbe*19 citations*
104. **[Enforcing Group Fairness in Algorithmic Decision Making: Utility Maximization Under Sufficiency ↗](https://doi.org/10.1145/3531146.3534645)**Joachim Baumann, Anikó Hannák, Christoph Heitz*18 citations*
105. **[Evidence for Hypodescent in Visual Semantic AI ↗](https://doi.org/10.1145/3531146.3533185)**Robert Wolfe, Mahzarin R. Banaji, Aylin Caliskan*18 citations*
106. **[A Data-driven analysis of the interplay between Criminological theory and predictive policing algorithms ↗](https://doi.org/10.1145/3531146.3533071)**Adriane P. Chapman, Philip J Grylls, Pamela Ugwudike et al.*17 citations*
107. **[An Algorithmic Framework for Bias Bounties ↗](https://doi.org/10.1145/3531146.3533172)**Ira Globus-Harris, Michael J. Kearns, Aaron Roth*17 citations*
108. **[Fairness Indicators for Systematic Assessments of Visual Feature Extractors ↗](https://doi.org/10.1145/3531146.3533074)**Priya Goyal, Adriana Romero, Caner Hazırbaş et al.*17 citations*
109. **[Fast online ranking with fairness of exposure ↗](https://doi.org/10.1145/3531146.3534633)**Nicolas Usunier, Virginie Do, Elvis Dohmatob*17 citations*
110. **[Subverting machines, fluctuating identities: Re-learning human categorization ↗](https://doi.org/10.1145/3531146.3533161)**Christina Lu, Jackie Kay, Kevin R. McKee*17 citations*
111. **[Towards Fair Unsupervised Learning ↗](https://doi.org/10.1145/3531146.3533197)**Francois Buet-Golfouse, Islam Utyagulov*17 citations*
112. **[Surfacing Racial Stereotypes through Identity Portrayal ↗](https://doi.org/10.1145/3531146.3533217)**Gauri Kambhatla, Ian Stewart, Rada F. Mihalcea*15 citations*
113. **[The Long Arc of Fairness: Formalisations and Ethical Discourse ↗](https://doi.org/10.1145/3531146.3534635)**Pola Schwöbel, Peter Remmers*15 citations*
114. **[AI Opacity and Explainability in Tort Litigation ↗](https://doi.org/10.1145/3531146.3533084)**Henry Fraser, Rhyle Simcock, Aaron Snoswell*14 citations*
115. **[Learning Resource Allocation Policies from Observational Data with an Application to Homeless Services Delivery ↗](https://doi.org/10.1145/3531146.3533181)**Aida Rahmattalabi, Phebe Vayanos, Kathryn Dullerud et al.*14 citations*
116. **[Learning to Limit Data Collection via Scaling Laws: A Computational Interpretation for the Legal Principle of Data Minimization ↗](https://doi.org/10.1145/3531146.3533148)**Divya Shanmugam, Fernando Díaz, Samira Shabanian et al.*14 citations*
117. **[Measuring Fairness of Rankings under Noisy Sensitive Information ↗](https://doi.org/10.1145/3531146.3534641)**Azin Ghazimatin, Matthäus Kleindeßner, Chris Russell et al.*13 citations*
118. **[Selection in the Presence of Implicit Bias: The Advantage of Intersectional Constraints ↗](https://doi.org/10.1145/3531146.3533124)**Anay Mehrotra, Bary Pradelski, Nisheeth K. Vishnoi*13 citations*
119. **[Accountable Data: The Politics and Pragmatics of Disclosure Datasets ↗](https://doi.org/10.1145/3531146.3533201)**Lindsay Poirier*12 citations*
120. **[Automating Care: Online Food Delivery Work During the CoVID-19 Crisis in India ↗](https://doi.org/10.1145/3531146.3533082)**Anubha Singh, Tina Park*12 citations*
121. **[Disentangling the Components of Ethical Research in Machine Learning ↗](https://doi.org/10.1145/3531146.3533781)**Carolyn Ashurst, Solon Barocas, Rosie Campbell et al.*12 citations*
122. **[FAccT-Check on AI regulation: Systematic Evaluation of AI Regulation on the Example of the Legislation on the Use of AI in the Public Sector in the German Federal State of Schleswig-Holstein ↗](https://doi.org/10.1145/3531146.3533076)**Katharina Simbeck*12 citations*
123. **[How are ML-Based Online Content Moderation Systems Actually Used? Studying Community Size, Local Activity, and Disparate Treatment ↗](https://doi.org/10.1145/3531146.3533147)**Leijie Wang, Haiyi Zhu*12 citations*
124. **[Understanding and Being Understood: User Strategies for Identifying and Recovering From Mistranslations in Machine Translation-Mediated Chat ↗](https://doi.org/10.1145/3531146.3534638)**Samantha Robertson, Mark Díaz*12 citations*
125. **[Affirmative Algorithms: Relational Equality as Algorithmic Fairness ↗](https://doi.org/10.1145/3531146.3533115)**Marilyn Zhang*11 citations*
126. **[Brain Computer Interfaces and Human Rights: Brave new rights for a brave new world ↗](https://doi.org/10.1145/3531146.3533176)**Marietjie Botes*11 citations*
127. **[GetFair: Generalized Fairness Tuning of Classification Models ↗](https://doi.org/10.1145/3531146.3533094)**Sandipan Sikdar, Florian Lemmerich, Markus Strohmaier*11 citations*
128. **[Models for understanding and quantifying feedback in societal systems ↗](https://doi.org/10.1145/3531146.3533230)**Lydia Reader, Pegah Nokhiz, Cathleen A. Power et al.*11 citations*
129. **[Promoting Ethical Awareness in Communication Analysis: Investigating Potentials and Limits of Visual Analytics for Intelligence Applications ↗](https://doi.org/10.1145/3531146.3533151)**Maximilian T. Fischer, Simon David Hirsbrunner, Wolfgang Jentner et al.*11 citations*
130. **[What is the Bureaucratic Counterfactual? Categorical versus Algorithmic Prioritization in U.S. Social Policy ↗](https://doi.org/10.1145/3531146.3533223)**Rebecca Ann Johnson, Simone Zhang*11 citations*
131. **[Decision Time: Normative Dimensions of Algorithmic Speed ↗](https://doi.org/10.1145/3531146.3533198)**Daniel Susser*10 citations*
132. **[Dynamic Privacy Budget Allocation Improves Data Efficiency of Differentially Private Gradient Descent ↗](https://doi.org/10.1145/3531146.3533070)**Junyuan Hong, Zhangyang Wang, Jiayu Zhou*10 citations*
133. **[Flipping the Script on Criminal Justice Risk Assessment: An actuarial model for assessing the risk the federal sentencing system poses to defendants ↗](https://doi.org/10.1145/3531146.3533104)**Mikaela Meyer, Aaron Horowitz, Erica Marshall et al.*10 citations*
134. **[Is calibration a fairness requirement? ↗](https://doi.org/10.1145/3531146.3533245)**Michele Loi, Christoph Heitz*10 citations*
135. **[Subverting Fair Image Search with Generative Adversarial Perturbations ↗](https://doi.org/10.1145/3531146.3533128)**Avijit Ghosh, Matthew Jagielski, Christo Wilson*10 citations*
136. **[The Alchemy of Trust: The Creative Act of Designing Trustworthy Socio-Technical Systems ↗](https://doi.org/10.1145/3531146.3533196)**Lauren Thornton, Bran Knowles, Gordon S. Blair*10 citations*
137. **[FADE: FAir Double Ensemble Learning for Observable and Counterfactual Outcomes ↗](https://doi.org/10.1145/3531146.3533167)**Alan Mishler, Edward H. Kennedy*9 citations*
138. **[Imperfect Inferences: A Practical Assessment ↗](https://doi.org/10.1145/3531146.3533140)**Aaron Rieke, Vincent Southerland, Dan Svirsky et al.*9 citations*
139. **[People are not coins: Morally distinct types of predictions necessitate different fairness constraints ↗](https://doi.org/10.1145/3531146.3534643)**Eleonora Viganò, Corinna Hertweck, Christoph Heitz et al.*9 citations*
140. **[Promoting Fairness in Learned Models by Learning to Active Learn under Parity Constraints ↗](https://doi.org/10.1145/3531146.3534632)**Amr Sharaf, Hal Daumé, Renkun Ni*9 citations*
141. **[Stop the Spread: A Contextual Integrity Perspective on the Appropriateness of COVID-19 Vaccination Certificates ↗](https://doi.org/10.1145/3531146.3533222)**Shikun Zhang, Yan Shvartzshnaider, Yuanyuan Feng et al.*9 citations*
142. **[Trade-offs between Group Fairness Metrics in Societal Resource Allocation ↗](https://doi.org/10.1145/3531146.3533171)**Tasfia Mashiat, Xavier Gitiaux, Huzefa Rangwala et al.*9 citations*
143. **[Fairness-aware Model-agnostic Positive and Unlabeled Learning ↗](https://doi.org/10.1145/3531146.3533225)**Ziwei Wu, Jingrui He*8 citations*
144. **[Making the Unaccountable Internet: The Changing Meaning of Accounting in the Early ARPANET ↗](https://doi.org/10.1145/3531146.3533137)**A. Feder Cooper, Gili Vidan*8 citations*
145. **[Multiaccurate Proxies for Downstream Fairness ↗](https://doi.org/10.1145/3531146.3533180)**Emily Diana, Wesley Gill, Michael J. Kearns et al.*8 citations*
146. **[Pareto-Improving Data-Sharing✱ ↗](https://doi.org/10.1145/3531146.3533085)**Ronen Gradwohl, Moshe Tennenholtz*8 citations*
147. **[Prediction as Extraction of Discretion ↗](https://doi.org/10.1145/3531146.3533155)**Sun‐ha Hong*8 citations*
148. **[South Korean Public Value Coproduction Towards ‘AI for Humanity’: A Synergy of Sociocultural Norms and Multistakeholder Deliberation in Bridging the Design and Implementation of National AI Ethics Guidelines ↗](https://doi.org/10.1145/3531146.3533091)**You Jeen Ha*8 citations*
149. **[ABCinML: Anticipatory Bias Correction in Machine Learning Applications ↗](https://doi.org/10.1145/3531146.3533211)**Abdulaziz A. Almuzaini, Chidansh Bhatt, David M. Pennock et al.*7 citations*
150. **[Don’t Throw it Away! The Utility of Unlabeled Data in Fair Decision Making ↗](https://doi.org/10.1145/3531146.3533199)**Miriam Rateike, Ayan Majumdar, Olga Mineeva et al.*7 citations*
151. **[Equitable Public Bus Network Optimization for Social Good: A Case Study of Singapore ↗](https://doi.org/10.1145/3531146.3533092)**David Alexander Tedjopurnomo, Zhifeng Bao, Farhana Murtaza Choudhury et al.*7 citations*
152. **[Locality of Technical Objects and the Role of Structural Interventions for Systemic Change ↗](https://doi.org/10.1145/3531146.3534646)**Efrén Cruz Cortés, Sarah Michele Rajtmajer, Debashis Ghosh*7 citations*
153. **[Regulating Facial Processing Technologies: Tensions Between Legal and Technical Considerations in the Application of Illinois BIPA ↗](https://doi.org/10.1145/3531146.3533163)**Rui-Jie Yew, Alice Xiang*7 citations*
154. **[Should attention be all we need? The epistemic and ethical implications of unification in machine learning ↗](https://doi.org/10.1145/3531146.3533206)**Nic Fishman, Leif Hancox-Li*7 citations*
155. **[The Case for a Legal Compliance API for the Enforcement of the EU’s Digital Services Act on Social Media Platforms ↗](https://doi.org/10.1145/3531146.3533190)**Cătălina Goanță, Thales Bertaglia, Adriana Iamnitchi*7 citations*
156. **[Don’t let Ricci v. DeStefano Hold You Back: A Bias-Aware Legal Solution to the Hiring Paradox ↗](https://doi.org/10.1145/3531146.3533129)**Jad Salem, Deven R. Desai, Swati Gupta*6 citations*
157. **[Equi-explanation Maps: Concise and Informative Global Summary Explanations ↗](https://doi.org/10.1145/3531146.3533112)**Tanya Chowdhury, Razieh Rahimi, James Allan*6 citations*
158. **[Ethical Concerns and Perceptions of Consumer Neurotechnology from Lived Experiences of Mental Workload Tracking ↗](https://doi.org/10.1145/3531146.3533119)**Serena Midha, Max L. Wilson, Sarah Sharples*6 citations*
159. **[Normative Logics of Algorithmic Accountability ↗](https://doi.org/10.1145/3531146.3533123)**Joseph Donia*6 citations*
160. **[On the Fairness of Machine-Assisted Human Decisions ↗](https://doi.org/10.1145/3531146.3533152)**Bryce McLaughlin, Jann Spiess, Talia B. Gillis*6 citations*
161. **[Fairness for AUC via Feature Augmentation ↗](https://doi.org/10.1145/3531146.3533126)**Hortense Fong, Vineet Kumar, Anay Mehrotra et al.*5 citations*
162. **[A Data-Driven Simulation of the New York State Foster Care System ↗](https://doi.org/10.1145/3531146.3533165)**Yuhao Du, Stefania Ionescu, Melanie Sage et al.*4 citations*
163. **[Adversarial Scrutiny of Evidentiary Statistical Software ↗](https://doi.org/10.1145/3531146.3533228)**Rediet Abebe, Moritz Hardt, Angela Jin et al.*4 citations*
164. **[Algorithms Off-limits? ↗](https://doi.org/10.1145/3531146.3533212)**Kristina Irion*4 citations*
165. **[On the Power of Randomization in Fair Classification and Representation ↗](https://doi.org/10.1145/3531146.3533209)**Sushant Agarwal, Amit Deshpande*4 citations*
166. **[Interdisciplinarity, Gender Diversity, and Network Structure Predict the Centrality of AI Organizations ↗](https://doi.org/10.1145/3531146.3533069)**Madalina Vlasceanu, Miroslav Dudı́k, Ida Momennejad*3 citations*
167. **[Models for Classifying AI Systems: the Switch, the Ladder, and the Matrix ↗](https://doi.org/10.1145/3531146.3533162)**Jakob Mökander, Margi Sheth, David Watson et al.*3 citations*
168. **[Multi Stage Screening: Enforcing Fairness and Maximizing Efficiency in a Pre-Existing Pipeline ↗](https://doi.org/10.1145/3531146.3533178)**Avrim L. Blum, Kevin Stangl, Ali Vakilian*3 citations*
169. **[Auditing for Gerrymandering by Identifying Disenfranchised Individuals ↗](https://doi.org/10.1145/3531146.3533174)**Jerry Lin, Carolyn G. Chen, Marc Chmielewski et al.*2 citations*
170. **[Best vs. All: Equity and Accuracy of Standardized Test Score Reporting ↗](https://doi.org/10.1145/3531146.3533121)**Mingzi Niu, Sampath Kannan, Aaron Roth et al.*2 citations*
171. **[Fair Representation Clustering with Several Protected Classes ↗](https://doi.org/10.1145/3531146.3533146)**Zhen Dai, Yury Makarychev, Ali Vakilian*2 citations*
172. **[Testing Concerns about Technology's Behavioral Impacts with N-of-one Trials ↗](https://doi.org/10.1145/3531146.3533227)**J. Nathan Matias, Eric Pennington, Zenobia T. Chan*2 citations*
173. **[The Death of the Legal Subject: How Predictive Algorithms Are (Re)constructing Legal Subjectivity ↗](https://doi.org/10.1145/3531146.3533134)**Katrina Geddes*2 citations*
174. **[Trucks Don’t Mean Trump: Diagnosing Human Error in Image Analysis ↗](https://doi.org/10.1145/3531146.3533145)**J.D. Zamfirescu-Pereira, Jerry Chen, Emily Wen et al.*2 citations*
175. **[Uncertainty and the Social Planner’s Problem: Why Sample Complexity Matters ↗](https://doi.org/10.1145/3531146.3533243)**Cyrus Cousins*2 citations*
176. **[An Outcome Test of Discrimination for Ranked Lists ↗](https://doi.org/10.1145/3531146.3533102)**Jonathan Roth, Guillaume Saint-Jacques, YinYin Yu*1 citation*
177. **[Causal Inference Struggles with Agency on Online Platforms ↗](https://doi.org/10.1145/3531146.3533103)**Smitha Milli, Luca Belli, Moritz Hardt*1 citation*
178. **[Characterizing Properties and Trade-offs of Centralized Delegation Mechanisms in Liquid Democracy ↗](https://doi.org/10.1145/3531146.3533219)**Brian Brubach, Audrey Ballarin, Heeba Nazeer*1 citation*
179. **[NeuroView-RNN: It’s About Time ↗](https://doi.org/10.1145/3531146.3533224)**CJ Barberan, Sina Alemohammad, Naiming Liu et al.*1 citation*
180. **[Treatment Effect Risk: Bounds and Inference ↗](https://doi.org/10.1145/3531146.3533087)**Nathan Kallus
181. **[When learning becomes impossible ↗](https://doi.org/10.1145/3531146.3533078)**Nicholas M. Asher, Julie Hunter

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