57 citations · 157 across the 4 of their papers we have counts for
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cs.LG2012★ 57 cited
Efficient Structured Prediction with Latent Variables for General Graphical Models
Alexander Schwing, Tamir Hazan, Marc Pollefeys +1
In this paper we propose a unified framework for structured prediction with latent variables which includes hidden conditional random fields and latent structured support vector ma…
cs.LG2012★ 44 cited
On the Partition Function and Random Maximum A-Posteriori Perturbations
Tamir Hazan, Tommi Jaakkola
In this paper we relate the partition function to the max-statistics of random variables. In particular, we provide a novel framework for approximating and bounding the partition f…
cs.LG2012★ 48 cited
Convergent Message-Passing Algorithms for Inference over General Graphs with Convex Free Energies
Tamir Hazan, Amnon Shashua
Inference problems in graphical models can be represented as a constrained optimization of a free energy function. It is known that when the Bethe free energy is used, the fixedpoi…