| 2019 | Compensation at the Crossroads: Autonomous Vehicles and Alternative Victim Compensation Schemes. | Tracy Hresko Pearl |
| 2019 | How Technological Advances Can Reveal Rights. | Jack Parker, David Danks |
| 2019 | Human-AI Learning Performance in Multi-Armed Bandits. | Ravi Pandya, Sandy H. Huang, Dylan Hadfield-Menell, Anca D. Dragan |
| 2019 | Taking Advantage of Multitask Learning for Fair Classification. | Luca Oneto, Michele Donini, Amon Elders, Massimiliano Pontil |
| 2019 | Active Fairness in Algorithmic Decision Making. | Alejandro Noriega-Campero, Michiel A. Bakker, Bernardo Garca-Bulle, Alex 'Sandy' Pentland |
| 2019 | Paradoxes in Fair Computer-Aided Decision Making. | Andrew Morgan, Rafael Pass |
| 2019 | Toward Design and Evaluation Framework for Interpretable Machine Learning Systems. | Sina Mohseni |
| 2019 | On Influencing Individual Behavior for Reducing Transportation Energy Expenditure in a Large Population. | Shiwali Mohan, Frances Yan, Victoria Bellotti, Ahmed Elbery, Hesham Rakha, Matthew Klenk |
| 2019 | Modeling Risk and Achieving Algorithmic Fairness Using Potential Outcomes. | Alan Mishler |
| 2019 | Fairness Criteria for Face Recognition Applications. | Filip Michalsky |
| 2019 | Costs and Benefits of Fair Representation Learning. | Daniel McNamara, Cheng Soon Ong, Robert C. Williamson |
| 2019 | Algorithmic Stereotypes: Implications for Fairness of Generalizing from Past Data. | Daniel McNamara |
| 2019 | Equalized Odds Implies Partially Equalized Outcomes Under Realistic Assumptions. | Daniel McNamara |
| 2019 | A Framework for Technically- and Morally-Sound AI. | Duncan C. McElfresh |
| 2019 | The Right To Confront Your Accusers: Opening the Black Box of Forensic DNA Software. | Jeanna N. Matthews, Marzieh Babaeianjelodar, Stephen Lorenz, Abigail Matthews, Mariama Njie, Nathaniel D. Adams, Dan E. Krane, Jessica Goldthwaite, Clinton Hughes |
| 2019 | Requirements for an Artificial Agent with Norm Competence. | Bertram F. Malle, Paul Bello, Matthias Scheutz |
| 2019 | Guiding Prosecutorial Decisions with an Interpretable Statistical Model. | Zhiyuan Lin, Alex Chohlas-Wood, Sharad Goel |
| 2019 | Perceptions of Domestic Robots' Normative Behavior Across Cultures. | Huao Li, Stephanie Milani, Vigneshram Krishnamoorthy, Michael Lewis, Katia P. Sycara |
| 2019 | Killer Robots and Human Dignity. | Daniel Lim |
| 2019 | Building Jiminy Cricket: An Architecture for Moral Agreements Among Stakeholders. | Beishui Liao, Marija Slavkovik, Leendert W. N. van der Torre |
| 2019 | Learning Existing Social Conventions via Observationally Augmented Self-Play. | Adam Lerer, Alexander Peysakhovich |
| 2019 | Faithful and Customizable Explanations of Black Box Models. | Himabindu Lakkaraju, Ece Kamar, Rich Caruana, Jure Leskovec |
| 2019 | Multiaccuracy: Black-Box Post-Processing for Fairness in Classification. | Michael P. Kim, Amirata Ghorbani, James Y. Zou |
| 2019 | Degenerate Feedback Loops in Recommender Systems. | Ray Jiang, Silvia Chiappa, Tor Lattimore, Andrs Gyrgy, Pushmeet Kohli |
| 2019 | Semantics Derived Automatically from Language Corpora Contain Human-like Moral Choices. | Sophie F. Jentzsch, Patrick Schramowski, Constantin A. Rothkopf, Kristian Kersting |