See here.  I'm excited to see:
- Bayesian Multi-Population Haplotype Inference (Xing, Sohn, Jordan + Teh)
 - Constructing Informative Priors using Transfer Learning (Raina, Ng + Koller)
 - Disciminative Unsupervised Learning of Structured Predictors (Xu, Wilkinson, Southey + Schuurmans)
 - Maximum Margin Planning (Ratliff, Bagnell + Zinkevich)
 - Pachinko Allocation (Li + McCallum)
 - Semi-supervised Learning for Structured Output Variables (Brefeld + Scheffer)
 - Topic Modeling: Beyond Bag-of-Words (Wallach)
 

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