Senior program committee
| Ryan | Adams | Harvard |
| Francis | Bach | Ecole Normale Superieure |
| Maria Florina | Balcan | Georgia Tech |
| Alina | Beygelzimer | IBM Research |
| Alexandre | Bouchard-C™tˇ | UBC |
| Lawrence | Carin | Duke |
| Fran¨ois | Caron | INRIA Bordeaux |
| Max | Chickering | Microsoft Research |
| Adnan | Darwiche | UCLA |
| Denver | Dash | Intel Labs Pittsburgh |
| Rina | Dechter | UC-Irvine |
| Pedro | Domingos | University of Washington |
| Didier | Dubois | Institut de Recherche en Informatique de Toul |
| Alan | Fern | Oregon State University |
| Emily | Fox | The Wharton School |
| Bob | Givan | Purdue University ECE |
| Amir | Globerson | Hebrew University |
| Carlos | Guestrin | Carnegie Mellon University |
| Katherine | Heller | MIT |
| Tom | Heskes | Radboud University Nijmegen |
| Alexander | Ihler | UC Irvine |
| Tommi | Jaakkola | MIT |
| Mikko | Koivisto | Helsinki Institute for Information Technology |
| Andreas | Krause | ETH Zurich |
| Simon | Lacoste-Julien | INRIA/ENS |
| Gert | Lanckriet | UCSD |
| Jerome | Lang | LAMSADE, CNRS & Universitˇ Paris-Dauphine |
| Helge | Langseth | Dept of Computer and Information Science |
| Hugo | Larochelle | Universitˇ de Sherbrooke |
| Kathryn | Laskey | George Mason University |
| Kevin | Leyton-Brown | University of British Columbia |
| Vikash | Mansinghka | Navia Systems |
| Benjamin | Marlin | U of Massachusetts |
| Chris | Meek | Microsoft Research |
| Marina | Meila | University of Washington |
| Claire | Monteleoni | George Washington University |
| Joris | Mooij | Radboud University Nijmegen |
| Remi | Munos | INRIA Lille |
| Iain | Murray | University of Edinburgh |
| Petri | Myllymaki | Helsinki Institute for Information Technology |
| Ann | Nicholson | Monash University |
| Thomas | Nielsen | Aalborg University |
| Nuria | Oliver | Telefonica |
| Ronald | Parr | Duke University |
| Avi | Pfeffer | Charles River Analytics |
| David | Poole | University of British Columbia |
| Marc'Aurelio | Ranzato | |
| Thomas | Richardson | University of Washington |
| Teemu | Roos | Helsinki Institute for Information Technology |
| Regis | Sabbadin | INRA |
| Christian | Shelton | University of California, Riverside |
| Prakash | Shenoy | University of Kansas |
| Ricardo | Silva | University College London |
| Alex | Smola | Yahoo |
| Padhraic | Smyth | UC Irvine |
| David | Sontag | New York University |
| Peter | Spirtes | Carnegie Mellon University |
| Csaba | Szepesvari | University of Alberta |
| Ben | Taskar | University of Pennsylvania |
| Jin | Tian | Iowa State University |
| Marc | Toussaint | FU Berlin |
| Raquel | Urtasun | Toyota Technological Institute at Chicago |
| S. V. N. | Vishwanathan | Purdue University |
| Michael | Wellman | University of Michigan |
| David | Wingate | MIT |
| Jenn | Vaughan | UCLA |
| Nevin | Zhang | HKUST |
| Alice | Zheng | Microsoft Research |
Program committee
| Ryan Adams | Apoorv Agarwal | Noa Agmon |
| John-Mark Agosta | Edoardo Airoldi | Ayesha Ali |
| Russell Almond | Eyal Amir | Dragomir Anguelov |
| Alessandro Antonucci | Dimitrios Antos | Cedric Archambeau |
| Nimar Arora | Pranjal Awasthi | Francis Bach |
| Maria Florina Balcan | Elias Bareinboim | Peter Bartlett |
| Dhruv Batra | Shai Ben-David | Salem Benferhat |
| Alina Beygelzimer | Bozhena Bidyuk | Concha Bielza |
| Charles Blundell | Antoine Bordes | Guillaume Bouchard |
| Alexandre Bouchard-Cote | Ronen Brafman | Darius Braziunas |
| Gavin Brown | Marcus Brubaker | Emma Brunskill |
| Wray Buntine | Tiberio Caetano | Cassio de Campos |
| Peter Carbonetto | Lawrence Carin | Francois Caron |
| Robert Castelo | Hei Chan | Laurent Charlin |
| Gal Chechik | Minmin Chen | Tao Chen |
| Max Chickering | Arthur Choi | Anna Choromanska |
| Tianjiao Chu | Clement Chung | Tom Claassen |
| Adam Coates | Barry Cobb | Ira Cohen |
| Paulo Costa | Aaron Courville | James Cussens |
| Adnan Darwiche | Denver Dash | Richard Dearden |
| Rina Dechter | Vasil Denchev | Sebastien Destercke |
| Vanessa Didelez | Francisco Diez | Pedro Domingos |
| Frederick Eberhardt | Lloyd Elliott | Evan Ettinger |
| Helene Fargier | Alan Fern | M. Julia Flores |
| Emily Fox | Roman Garnett | Jan Gasthaus |
| Mohammad Ghavamzadeh | Angelo Gilio | Mark Girolami |
| Bob Givan | Amir Globerson | Clark Glymour |
| Lluis Godo | Vibhav Gogate | Moises Goldszmidt |
| Manuel Gomez-Olmedo | Christophe Gonzales | Ian Goodfellow |
| Noah Goodman | Stephen Gould | Amit Gruber |
| Carlos Guestrin | Michele Guindani | Yuhong Guo |
| Maya Gupta | Hannaneh Hajishirzi | David Heckerman |
| Katherine Heller | Tom Heskes | Jesse Hoey |
| Matt Hoffman | Patrik Hoyer | William Hsu |
| Bert Huang | Jianhua Huang | Jim Huang |
| Ferenc Huszar | Marcus Hutter | Alexander Ihler |
| Tommi Jaakkola | Dominik Janzing | Stefanie Jegelka |
| David Jensen | Albert Jiang | Nebojsa Jojic |
| Carl Kadie | Ece Kamar | Ashish Kapoor |
| Kalev Kask | Yarden Katz | Koray Kavukcuoglu |
| Kristian Kersting | Sergey Kirshner | Jens Kober |
| Mikko Koivisto | Nikos Komodakis | Petri Kontkanen |
| Kevin Korb | Timo Koski | Wojciech Kotlowski |
| Andreas Krause | Alex Kulesza | Akshat Kumar |
| Branislav Kveton | Simon Lacoste-Julien | Gert Lanckriet |
| Jerome Lang | Tobias Lang | Helge Langseth |
| Hugo Larochelle | Pedro Larranaga | Kathryn Laskey |
| Quoc Le | Su-In Lee | Jan Lemeire |
| Philippe Leray | Josh Letchford | Kevin Leyton-Brown |
| Lihong Li | Yingyu Liang | Jennifer Listgarten |
| Weiru Liu | Dan Lizotte | Phil Long |
| Daniel Lowd | Peter Lucas | Laurens van der Maaten |
| Marloes Maathuis | Omid Madani | Subramani Mani |
| Vikash Mansinghka | Dimitris Margaritis | Radu Marinescu |
| Benjamin Marlin | Bhaskara Marthi | Maria Vanina Martinez |
| Andre Martins | Robert Mateescu | Andrew McCallum |
| Chris Meek | Marina Meila | Talya Meltzer |
| Ole Mengshoel | Taneli Mielikainen | Thomas Minka |
| Andriy Mnih | Volodymyr Mnih | Shakir Mohamed |
| Claire Monteleoni | Joris Mooij | Sach Mukherjee |
| Remi Munos | Iain Murray | Petri Myllymaki |
| Ann Nicholson | Alex Niculescu-Mizil | Thomas Nielsen |
| Guillaume Obozinski | Nuria Oliver | Luis Ortiz |
| Michael Osborne | David Page | John Paisley |
| Ronald Parr | David Pennock | Patrice Perny |
| Jonas Peters | Nathalie Peyrard | Avi Pfeffer |
| Kim-Leng Poh | David Poole | Hoifung Poon |
| Pascal Poupart | Doina Precup | Bob Price |
| David Pynadath | Yuan Qi | Zengchang Qin |
| Erik Quaeghebeur | Emmanuel Rachelson | Ali Rahimi |
| Deva Ramanan | Roland Ramsahai | Marc'Aurelio Ranzato |
| Vinayak Rao | Silja Renooij | Thomas Richardson |
| Teemu Roos | Mike Ruberry | Rafael Rumi |
| Alexander Rush | Daniil Ryabko | Regis Sabbadin |
| Ardavan Saeedi | Antonio Salmeron | Scott Sanner |
| Cristina Savin | Mark Schmidt | Jeff Schneider |
| Dale Schuurmans | Alexander Schwing | Bart Selman |
| Ross Shachter | Christian Shelton | Prakash Shenoy |
| Ilya Shpitser | Ricardo Silva | Gerardo Simari |
| Aarti Singh | Ajit Singh | Tomas Singliar |
| Arunesh Sinha | Alex Smola | Padhraic Smyth |
| Richard Socher | Le Song | David Sontag |
| Peter Spirtes | Ilya Sutskever | Joe Suzuki |
| Kevin Swersky | Csaba Szepesvari | Daniel Tarlow |
| Ben Taskar | Graham Taylor | Bo Thiesson |
| Jin Tian | Robert Tillman | Michalis Titsias |
| Marc Toussaint | Volker Tresp | Matthias Troffaes |
| Ryan Turner | Charles Twardy | Raquel Urtasun |
| Marco Valtorta | Jennifer Wortman Vaughan | Pascal Vincent |
| S.V.N. Vishwanathan | Yevgeniy Vorobeychik | Chong Wang |
| Yi Wang | Ziyu Wang | Renata Wassermann |
| Max Welling | Michael Wellman | Wim Wiegerinck |
| Sinead Williamson | David Wingate | David Wipf |
| Dongrui Wu | Changhe Yuan | Xiaotong Yuan |
| Hyokun Yun | Vincent Zhai | Chongjie Zhang |
| Kun Zhang | Nevin Zhang | Yu Zhang |
| Alice Zheng | Onno Zoeter | Masrour Zoghi |
| Aviv Zohar | Michal Rosen Zvi |