| Time | Speaker | Subject |
| 7:30 am | John Langford | Introduction and Reduction |
| 8:00 am | Hal Daumé III | Unsupervise Learning as Supervised Structured Prediction |
| 8:20 am | Discussion | |
| 8:30 am | Sham Kakade | The Information Theoretic Basis of Multiview Learning |
| 8:50 am | Discussion | |
| 9:00 am | Break + Posters | |
| 9:15 am | Mark Reid & Bob Williamson | Representations in Learning Task Design |
| 9:35 am | Discussion | |
| 9:45 am | Morning Panel Discussion moderated by Alina Beygelzimer |
| Time | Speaker | Subject |
| 3:30 pm | Luis von Ahn | Learning Problem Design as a Game, followed by a discussion |
| 3:50 pm | Rajat Raina | Self-Taught Learning |
| 4:10 pm | Shai Ben-David | Lost in Translation |
| 4:30 pm | David Bradley | Generalizing Backpropagation to Incorporate Sparse Coding |
| 4:50 pm | Break + Posters | |
| 5:00 pm | Spotlights | Steve Hanneke (paper), Gregory Druck (paper), Rakesh Gupta (paper 1, paper 2), Huzefa Rangwala (paper 1, paper 2), Ashutosh Saxena (paper 1, paper 2) |
| 5:30 pm | Afternoon Panel Discussion moderated by John Langford | |
| 6:00 pm | Poster Time |