| 2018 | ICML | Learning the Reward Function for a Misspecified Model. | Erik Talvitie |
| 2018 | IJCAI | Revisiting the Arcade Learning Environment: Evaluation Protocols and Open Problems for General Agents (Extended Abstract). | Marlos C. Machado, Marc G. Bellemare, Erik Talvitie, Joel Veness, Matthew J. Hausknecht, Michael Bowling |
| 2017 | AAAI | Self-Correcting Models for Model-Based Reinforcement Learning. | Erik Talvitie |
| 2015 | AAAI | Policy Tree: Adaptive Representation for Policy Gradient. | Ujjwal Das Gupta, Erik Talvitie, Michael Bowling |
| 2015 | AAAI | Improving Exploration in UCT Using Local Manifolds. | Sriram Srinivasan, Erik Talvitie, Michael H. Bowling |
| 2015 | AAAI | Agnostic System Identification for Monte Carlo Planning. | Erik Talvitie |
| 2015 | AAAI | Pairwise Relative Offset Features for Atari 2600 Games. | Erik Talvitie, Michael H. Bowling |
| 2014 | ICML | Skip Context Tree Switching. | Marc G. Bellemare, Joel Veness, Erik Talvitie |
| 2014 | UAI | Model Regularization for Stable Sample Rollouts. | Erik Talvitie |
| 2009 | IJCAI | Maintaining Predictions over Time without a Model. | Erik Talvitie, Satinder Singh |
| 2008 | ISAIM | Building Incomplete but Accurate Models. | Erik Talvitie, Britton Wolfe, Satinder Singh |
| 2007 | IJCAI | An Experts Algorithm for Transfer Learning. | Erik Talvitie, Satinder Singh |