| 2021 | ICCV | Confidence Calibration for Domain Generalization under Covariate Shift. | Yunye Gong, Xiao Lin, Yi Yao, Thomas G. Dietterich, Ajay Divakaran, Melinda T. Gervasio |
| 2019 | IUI | Interestingness Elements for Explainable Reinforcement Learning through Introspection. | Pedro Sequeira, Eric Yeh, Melinda T. Gervasio |
| 2018 | IUI | Explanation to Avert Surprise. | Melinda T. Gervasio, Karen L. Myers, Eric Yeh, Boone Adkins |
| 2016 | ICALT | Solution Authoring via Demonstration and Annotation: An Empirical Study. | Karen L. Myers, Melinda T. Gervasio |
| 2013 | AIED | Drill Evaluation for Training Procedural Skills. | Karen L. Myers, Melinda T. Gervasio, Christian Jones, Kyle McIntyre, Kellie Keifer |
| 2011 | IAAI | Learning by Demonstration Technology for Military Planning and Decision Making: A Deployment Story. | Karen L. Myers, Jake Kolojejchick, Carl Angiolillo, Tim Cummings, Tom Garvey, Melinda T. Gervasio, Will Haines, Chris Jones, Janette Knittel, David N. Morley, William Ommert, Scott Potter |
| 2011 | IUI | How to serve soup: interleaving demonstration and assisted editing to support nonprogrammers. | Melinda T. Gervasio, Will Haines, David N. Morley, Thomas J. Lee, C. Adam Overholtzer, Shahin Saadati, Aaron Spaulding |
| 2011 | IUI | Learning to ask the right questions to help a learner learn. | Melinda T. Gervasio, Eric Yeh, Karen L. Myers |
| 2009 | IAAI | Evaluating User-Adaptive Systems: Lessons from Experiences with a Personalized Meeting Scheduling Assistant. | Pauline M. Berry, Thierry Donneau-Golencer, Khang Duong, Melinda T. Gervasio, Bart Peintner, Neil Yorke-Smith |
| 2009 | IAAI | Learning by Demonstration to Support Military Planning and Decision Making. | Thomas D. Garvey, Melinda T. Gervasio, Thomas J. Lee, Karen L. Myers, Carl Angiolillo, Matthew E. Gaston, Janette Knittel, Jake Kolojejchick |
| 2009 | IUI | What were you thinking?: filling in missing dataflow through inference in learning from demonstration. | Melinda T. Gervasio, Janet L. Murdock |
| 2009 | IUI | From geek to sleek: integrating task learning tools to support end users in real-world applications. | Aaron Spaulding, Jim Blythe, Will Haines, Melinda T. Gervasio |
| 2005 | IUI | Active preference learning for personalized calendar scheduling assistance. | Melinda T. Gervasio, Michael D. Moffitt, Martha E. Pollack, Joseph M. Taylor, Toms E. Uribe |
| 2003 | IUI | An adaptive stock tracker for personalized trading advice. | Jungsoon P. Yoo, Melinda T. Gervasio, Pat Langley |
| 2003 | IUI | Personalized trading recommendation system. | Jungsoon P. Yoo, Melinda T. Gervasio, Pat Langley |
| 1999 | ICML | Learning User Evaluation Functions for Adaptive Scheduling Assistance. | Melinda T. Gervasio, Wayne Iba, Pat Langley |
| 1999 | IUI | Adapting to User Preferences in Crisis Response. | Wayne Iba, Melinda T. Gervasio |
| 1998 | AAAI | Learning to Predict User Operations for Adaptive Scheduling. | Melinda T. Gervasio, Wayne Iba, Pat Langley |
| 1994 | ICML | An Incremental Learning Approach for Completable Planning. | Melinda T. Gervasio, Gerald DeJong |
| 1991 | ICML | On Becoming Decreasingly Reactive: Learning to Deliberate Minimally. | Steve A. Chien, Melinda T. Gervasio, Gerald DeJong |
| 1990 | AAAI | Learning General Completable Reactive Plans. | Melinda T. Gervasio |
| 1989 | ICML | Explanation-Based Learning of Reactive Operations. | Melinda T. Gervasio, Gerald DeJong |