| Michael Littman | General Chair | Brown University |
| Sanjoy Dasgupta | Program Co-Chair | University of California, San Diego |
| David McAllester | Program Co-Chair | Toyota Technological Institute at Chicago |
| Tucker Balch | Local Co-Chair | Georgia Institute of Technology |
| Charles Isbell | Local Co-Chair | Georgia Institute of Technology |
| Maria Hybinette | Registration Chair | University of Georgia |
| Amir Globerson | Publications Co-Chair | The Hebrew University of Jerusalem |
| Fei Sha | Publications Co-Chair | University of Southern California |
| Jingrui He | Publicity Chair | Stevens Institute of Technology |
| Peter Stone | Tutorial Chair | The University of Texas at Austin |
| Geoff Gordon | Workshop Chair | Carnegie Mellon University |
| Sharon Crouch | Event Manager | |
| Jacob Eisenstein | Student Volunteer Chair | Georgia Institute of Technology |
| April Foster |