| 2023 | UAI | Composing Efficient, Robust Tests for Policy Selection. | Dustin Morrill, Thomas J. Walsh, Daniel Hernandez, Peter R. Wurman, Peter Stone |
| 2014 | ICML | Sample Efficient Reinforcement Learning with Gaussian Processes. | Robert C. Grande, Thomas J. Walsh, Jonathan P. How |
| 2014 | ICRA | Reinforcement learning with multi-fidelity simulators. | Mark Cutler, Thomas J. Walsh, Jonathan P. How |
| 2013 | UAI | Batch-iFDD for Representation Expansion in Large MDPs. | Alborz Geramifard, Thomas J. Walsh, Nicholas Roy, Jonathan P. How |
| 2012 | UAI | Dynamic Teaching in Sequential Decision Making Environments. | Thomas J. Walsh, Sergiu Goschin |
| 2011 | AAAI | Leadership Games and their Application in Super-Peer Networks. | Thomas J. Walsh, Javad Taheri, Jeremy B. Wright, Paul R. Cohen |
| 2011 | IAAI | Learning a Skill-Teaching Curriculum with Dynamic Bayes Nets. | Derek T. Green, Thomas J. Walsh, Paul R. Cohen, Yu-Han Chang |
| 2011 | RO-MAN | Challenges to decoding the intention behind natural instruction. | Raquel Torres Peralta, Tasneem Kaochar, Ian R. Fasel, Clayton T. Morrison, Thomas J. Walsh, Paul R. Cohen |
| 2010 | AAAI | Integrating Sample-Based Planning and Model-Based Reinforcement Learning. | Thomas J. Walsh, Sergiu Goschin, Michael L. Littman |
| 2010 | ICML | Generalizing Apprenticeship Learning across Hypothesis Classes. | Thomas J. Walsh, Kaushik Subramanian, Michael L. Littman, Carlos Diuk |
| 2009 | UAI | Exploring compact reinforcement-learning representations with linear regression. | Thomas J. Walsh, Istvan Szita, Carlos Diuk, Michael L. Littman |
| 2008 | AAAI | Efficient Learning of Action Schemas and Web-Service Descriptions. | Thomas J. Walsh, Michael L. Littman |
| 2008 | ICML | Knows what it knows: a framework for self-aware learning. | Lihong Li, Michael L. Littman, Thomas J. Walsh |
| 2008 | ICML | Democratic approximation of lexicographic preference models. | Fusun Yaman, Thomas J. Walsh, Michael L. Littman, Marie desJardins |
| 2006 | ISAIM | Towards a Unified Theory of State Abstraction for MDPs. | Lihong Li, Thomas J. Walsh, Michael L. Littman |
| 1995 | ICECCS | A unique tool set for engineering complex systems. | E. M. Osman, Grace Baratta-Perez, Thomas J. Walsh, Kenneth J. Fowler |