| Alina Beygelzimer | IBM Research, United States |
| Max Chickering | Microsoft adCenter, United States |
| Adnan Darwiche | University of California, Los Angeles, United States |
| Nando de Freitas | University of British Columbia, Canada |
| Didier Dubois | Institut de Recherche en Informatique de Toulouse, France |
| Bob Givan | Purdue University, United States |
| Russell Greiner | University of Alberta, Canada |
| Tom Heskes | Radboud University Nijmegen, The Netherlands |
| Tommi Jaakkola | Massachusetts Institute of Technology, United States |
| Manfred Jaeger | Aalborg Universitet, Denmark |
| Jerome Lang | LAMSADE, Universite Paris-Dauphine, France |
| Helge Langseth | The Norwegian University of Science and Technology, Norway |
| Kathryn Laskey | George Mason University, United States |
| Chris Meek | Microsoft Research, United States |
| Joris Mooij | Radboud University Nijmegen, The Netherlands |
| Ann Nicholson | Monash University, Australia |
| David Poole | University of British Columbia, Canada |
| Thomas Richardson | University of Washington, United States |
| Teemu Roos | University of Helsinki, Finland |
| Regis Sabbadin | INRA, France |
| Teddy Seidenfeld | Carnegie Mellon University, United States |
| Christian Shelton | University of California, Riverside, United States |
| Prakash Shenoy | University of Kansas, United States |
| Ricardo Silva | University College London, United Kingdom |
| Satinder Singh | University of Michigan, United States |
| Jin Tian | Iowa State University of Science and Technology, United States |
| Yair Weiss | The Hebrew University of Jerusalem, Israel |
| Michael Wellman | University of Michigan, United States |
| Nevin Zhang | The Hong Kong University of Science and Technology, Hong Kong |