Proceedings of the AAAI/ACM Conference on AI Ethics and Society 2021: all accepted papers
- Persistent Anti-Muslim Bias in Large Language ModelsAbubakar Abid, Maheen Farooqi, James Zou463 citations · our summary
- Uncertainty as a Form of Transparency: Measuring, Communicating, and Using Uncertainty ↗Umang Bhatt, Javier Antorán, Yunfeng Zhang et al.234 citations
- Exciting, Useful, Worrying, Futuristic: Public Perception of Artificial Intelligence in 8 Countries ↗Patrick Gage Kelley, Yongwei Yang, Courtney Heldreth et al.121 citations
- Envisioning Communities: A Participatory Approach Towards AI for Social Good ↗Elizabeth Bondi, Lily Xu, Diana Acosta-Navas et al.113 citations
- Detecting Emergent Intersectional Biases: Contextualized Word Embeddings Contain a Distribution of Human-like Biases ↗Wei Guo, Aylin Caliskan112 citations
- On the Privacy Risks of Model Explanations ↗Reza Shokri, Martin Strobel, Yair Zick111 citations
- Fairness for Unobserved Characteristics: Insights from Technological Impacts on Queer Communities ↗Nenad Tomasev, Kevin R. McKee, Jackie Kay et al.110 citations
- Algorithmic Hiring in Practice ↗Lan Li, Tina B. Lassiter, JooHee Oh et al.109 citations
- The Grey Hoodie Project: Big Tobacco, Big Tech, and the Threat on Academic Integrity ↗Mohamed Abdalla, Moustafa Abdalla99 citations
- RelEx: A Model-Agnostic Relational Model Explainer ↗Yue Zhang, David DeFazio, Arti Ramesh96 citations
- Towards Accountability in the Use of Artificial Intelligence for Public Administrations ↗Michele Loi, Matthias Spielkamp81 citations
- Towards Unifying Feature Attribution and Counterfactual Explanations: Different Means to the Same End ↗Ramaravind Kommiya Mothilal, Divyat Mahajan, Chenhao Tan et al.76 citations
- Age Bias in Emotion Detection: An Analysis of Facial Emotion Recognition Performance on Young, Middle-Aged, and Older Adults ↗Eugenia Kim, De'Aira G. Bryant, Deepak Srikanth et al.75 citations
- What's Fair About Individual Fairness? ↗Will Fleisher73 citations
- Designing Disaggregated Evaluations of AI Systems: Choices, Considerations, and Tradeoffs ↗Solon Barocas, Anhong Guo, Ece Semiha Kamar et al.70 citations
- Minimax Group Fairness: Algorithms and Experiments ↗Emily Diana, Wesley Gill, Michael J. Kearns et al.70 citations
- Disparate Impact of Artificial Intelligence Bias in Ridehailing Economy's Price Discrimination Algorithms ↗Akshat Pandey, Aylin Caliskan65 citations
- Fair Bayesian Optimization ↗Valerio Perrone, Michele Donini, Muhammad Bilal Zafar et al.61 citations
- Towards Equity and Algorithmic Fairness in Student Grade Prediction ↗Weijie Jiang, Zachary A. Pardos56 citations
- Does Fair Ranking Improve Minority Outcomes? Understanding the Interplay of Human and Algorithmic Biases in Online Hiring ↗Tom Sühr, Sophie Hilgard, Himabindu Lakkaraju54 citations
- Ethical Data Curation for AI: An Approach based on Feminist Epistemology and Critical Theories of Race ↗Susan Leavy, Ευγενία Σιαπέρα, Barry O’Sullivan50 citations
- Towards Unbiased and Accurate Deferral to Multiple Experts ↗Vijay Keswani, Matthew Lease, Krishnaram Kenthapadi45 citations
- Reconfiguring Diversity and Inclusion for AI Ethics ↗Nicole Chi, Emma Lurie, Deirdre K. Mulligan44 citations
- Emergent Unfairness in Algorithmic Fairness-Accuracy Trade-Off Research ↗A. Feder Cooper, Ellen Abrams, NA NA43 citations
- Modeling and Guiding the Creation of Ethical Human-AI Teams ↗Christopher Flathmann, Beau G. Schelble, Rui Zhang et al.40 citations
- Machine Learning Practices Outside Big Tech: How Resource Constraints Challenge Responsible Development ↗Aspen Hopkins, Serena Booth39 citations
- On the Validity of Arrest as a Proxy for Offense: Race and the Likelihood of Arrest for Violent Crimes ↗Riccardo Fogliato, Alice Xiang, Zachary C. Lipton et al.39 citations
- Participatory Algorithmic Management ↗Min Kyung Lee, Ishan Nigam, Angie Zhang et al.38 citations
- Computer Vision and Conflicting Values: Describing People with Automated Alt Text ↗Margot Hanley, Solon Barocas, Karen E. C. Levy et al.36 citations
- Understanding the Representation and Representativeness of Age in AI Data Sets ↗Joon-Sung Park, Michael S. Bernstein, Robin N. Brewer et al.36 citations
- Explainable AI and Adoption of Financial Algorithmic Advisors ↗Daniel Ben David, Yehezkel S. Resheff, Talia Tron34 citations
- Scaling Guarantees for Nearest Counterfactual Explanations ↗Kiarash Mohammadi, Amir-Hossein Karimi, Gilles Barthe et al.34 citations
- Measuring Automated Influence: Between Empirical Evidence and Ethical Values ↗Daniel Susser, Vincent Grimaldi33 citations
- A Step Toward More Inclusive People Annotations for Fairness ↗Candice Schumann, Susanna Ricco, Utsav Prabhu et al.32 citations
- Gender Bias and Under-Representation in Natural Language Processing Across Human Languages ↗Yan Chen, Christopher Mahoney, Isabella Grasso et al.32 citations
- Situated Accountability: Ethical Principles, Certification Standards, and Explanation Methods in Applied AI ↗Anne Henriksen, Simon Aagaard Enni, Anja Bechmann32 citations
- Unpacking the Expressed Consequences of AI Research in Broader Impact Statements ↗Priyanka Nanayakkara, Jessica R. Hullman, Nicholas A. Diakopoulos32 citations
- Ensuring Fairness under Prior Probability Shifts ↗Arpita Biswas, Suvam Mukherjee31 citations
- Blacklists and Redlists in the Chinese Social Credit System ↗Severin Engelmann, Mo Chen, Lorenz Dang et al.28 citations
- Can We Obtain Fairness For Free? ↗Rashidul Islam, Shimei Pan, James R. Foulds28 citations
- Causal Multi-level Fairness ↗Vishwali Mhasawade, Rumi Chunara27 citations
- Surveilling Surveillance: Estimating the Prevalence of Surveillance Cameras with Street View Data ↗Hao Sheng, Keniel Yao, Sharad Goel27 citations
- Blind Justice: Algorithmically Masking Race in Charging Decisions ↗Alex Chohlas-Wood, Joe Nudell, Keniel Yao et al.26 citations
- Fairness in the Eyes of the Data: Certifying Machine-Learning Models ↗Shahar Segal, Yossi Adi, Benny Pinkas B et al.25 citations
- The Theory, Practice, and Ethical Challenges of Designing a Diversity-Aware Platform for Social Relations ↗Laura Schelenz, Ivano Bison, Matteo Busso et al.25 citations
- The Deepfake Detection Dilemma ↗Claire Leibowicz, Sean McGregor, Aviv Ovadya24 citations
- More Similar Values, More Trust? - the Effect of Value Similarity on Trust in Human-Agent Interaction ↗Siddharth Mehrotra, Catholijn M. Jonker, Myrthe Lotte Tielman23 citations
- Governing Algorithmic Systems with Impact Assessments: Six Observations ↗Elizabeth Anne Watkins, Emanuel Moss, Jacob Metcalf et al.22 citations
- FairOD: Fairness-aware Outlier Detection ↗Shubhranshu Shekhar, Neil Shah, Leman Akoglu21 citations
- Monitoring AI Services for Misuse ↗Seyyed Ahmad Javadi, Chris Norval, Richard Cloete et al.21 citations
- Reflexive Design for Fairness and Other Human Values in Formal Models ↗Benjamin Fish, Luke Stark20 citations
- Risk Identification Questionnaire for Detecting Unintended Bias in the Machine Learning Development Lifecycle ↗Michelle Seng Ah Lee, Jatinder Pal Singh20 citations
- Artificial Intelligence and the Purpose of Social Systems ↗Sebastian Benthall, Jake Goldenfein19 citations
- AI and Shared Prosperity ↗Katya Klinova, Anton Korinek18 citations
- Automating Procedurally Fair Feature Selection in Machine Learning ↗Clara Belitz, Lan Jiang, Nigel Bosch18 citations
- Measuring Model Biases in the Absence of Ground Truth ↗Osman Aka, Ken Burke, Alex Bauerle et al.18 citations
- An AI Ethics Course Highlighting Explicit Ethical Agents ↗Nancy Green17 citations
- Examining Religion Bias in AI Text Generators ↗Deepa Muralidhar17 citations
- FaiR-N: Fair and Robust Neural Networks for Structured Data ↗Shubham Sharma, Alan H. Gee, David Paydarfar et al.17 citations
- A Framework for Understanding AI-Induced Field Change: How AI Technologies are Legitimized and Institutionalized ↗Benjamin Cedric Larsen16 citations
- AI Alignment and Human Reward ↗Patrick Butlin16 citations
- Ethical Implementation of Artificial Intelligence to Select Embryos in In Vitro Fertilization ↗Michael Anis Mihdi Afnan, Cynthia D Rudin, Vincent Conitzer et al.16 citations
- Algorithmic Audit of Italian Car Insurance: Evidence of Unfairness in Access and Pricing ↗Alessandro Fabris, Alan Mishler, Stefano Gottardi et al.15 citations
- A Human-in-the-loop Framework to Construct Context-aware Mathematical Notions of Outcome Fairness ↗Mohammad Yaghini, Andreas Krause, Hoda Heidari14 citations
- Fairness and Data Protection Impact Assessments ↗Atoosa Kasirzadeh, Damian Clifford14 citations
- Quantum Fair Machine Learning ↗Elija Perrier14 citations
- Who Gets What, According to Whom? An Analysis of Fairness Perceptions in Service Allocation ↗Jacqueline Hannan, Huei-Yen Winnie Chen, Kenneth Joseph14 citations
- A Multi-Agent Approach to Combine Reasoning and Learning for an Ethical Behavior ↗Rémy Chaput, Jérémy Duval, Olivier Boissier et al.13 citations
- Becoming Good at AI for Good ↗Meghana Kshirsagar, Caleb Robinson, Siyu Yang et al.13 citations
- Measuring Group Advantage: A Comparative Study of Fair Ranking Metrics ↗Caitlin Kuhlman, Walter Gerych, Elke Angelika Rundensteiner13 citations
- Accounting for Model Uncertainty in Algorithmic Discrimination ↗Junaid Ali, Preethi Lahoti, Krishna P. Gummadi12 citations
- Co-design and Ethical Artificial Intelligence for Health ↗Joseph Donia, Jay Shaw12 citations
- Face Mis-ID: An Interactive Pedagogical Tool Demonstrating Disparate Accuracy Rates in Facial Recognition ↗Daniella Raz, Corinne Bintz, Vivian Guetler et al.12 citations
- Are AI Ethics Conferences Different and More Diverse Compared to Traditional Computer Science Conferences? ↗Daniel Ernesto Acuna, Lizhen Liang11 citations
- Fair Equality of Chances for Prediction-based Decisions ↗Michele Loi, Anders Herlitz, Hoda Heidari11 citations
- Hard Choices and Hard Limits in Artificial Intelligence ↗Bryce Goodman11 citations
- Rawlsian Fair Adaptation of Deep Learning Classifiers ↗Kulin Shah, Pooja Gupta, Amit Deshpande et al.11 citations
- The Coloniality of Data Work in Latin America ↗Julian Posada11 citations
- Learning to Generate Fair Clusters from Demonstrations ↗Sainyam Galhotra, Sandhya Saisubramanian, Shlomo Zilberstein B10 citations
- The Earth Is Flat and the Sun Is Not a Star: The Susceptibility of GPT-2 to Universal Adversarial Triggers ↗Hunter Scott Heidenreich, Jake Ryland Williams10 citations
- Comparing Equity and Effectiveness of Different Algorithms in an Application for the Room Rental Market ↗David Solans, Francesco Fabbri, Caterina Calsamiglia et al.9 citations
- Ethically Compliant Planning within Moral Communities ↗Samer B. Nashed, Justin Svegliato, Shlomo Zilberstein B9 citations
- Fair Machine Learning Under Partial Compliance ↗Jessica C. Dai, Sina Fazelpour, Zachary C. Lipton9 citations
- Machine Learning and the Meaning of Equal Treatment ↗Joshua Simons, Sophia Adams Bhatti, Adrian Weller9 citations
- Differentially Private Normalizing Flows for Privacy-Preserving Density Estimation ↗Chris Waites, Rachel Cummings8 citations
- Epistemic Reasoning for Machine Ethics with Situation Calculus ↗Maurice Pagnucco, David Rajaratnam, Raynaldio Limarga et al.8 citations
- GAEA: Graph Augmentation for Equitable Access via Reinforcement Learning ↗Govardana Sachithanandam Ramachandran, Ivan Brugere, Lav R. Varshney et al.8 citations
- Precarity: Modeling the Long Term Effects of Compounded Decisions on Individual Instability ↗Pegah Nokhiz, Aravinda Kanchana Ruwanpathirana, Neal Patwari et al.7 citations
- RAWLSNET: Altering Bayesian Networks to Encode Rawlsian Fair Equality of Opportunity ↗David Liu, Zohair Shafi, Will Fleisher et al.7 citations
- Trustworthy AI for the People? ↗Clàudia Figueras, Harko Verhagen, Teresa Cerratto Pargman7 citations
- Digital Voodoo Dolls ↗Marija Slavkovik, Clemens Stachl, Caroline Pitman et al.6 citations
- Measuring Model Fairness under Noisy Covariates: A Theoretical Perspective ↗Flavien Prost, Pranjal Awasthi, Nick Blumm et al.6 citations
- Person, Human, Neither ↗Pınar Barlas, Kyriakos Kyriakou, Styliani Kleanthous et al.6 citations
- Skilled and Mobile: Survey Evidence of AI Researchers' Immigration Preferences ↗Remco Zwetsloot, Baobao Zhang, Noemi Dreksler et al.6 citations
- Who's Responsible? Jointly Quantifying the Contribution of the Learning Algorithm and Data ↗Gal Yona, Amirata Ghorbani, James Zou6 citations
- Moral Disagreement and Artificial Intelligence ↗Pamela Robinson5 citations
- The Ethical Gravity Thesis: Marrian Levels and the Persistence of Bias in Automated Decision-making Systems ↗Atoosa Kasirzadeh, Colin Klein4 citations
- Beyond Reasonable Doubt ↗Michiel A. Bakker, Duy Patrick Tu, Krishna P. Gummadi et al.3 citations
- Designing Shapelets for Interpretable Data-Agnostic Classification ↗Riccardo Guidotti, Anna Monreale3 citations
- Feeding the Beast: Superintelligence, Corporate Capitalism and the End of Humanity ↗Dominic Leggett3 citations
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