To Read

On Bayesian Bounds: http://www-users.cs.umn.edu/~banerjee/papers/06/icml06fenchel.pdf

Structured prediction with reinforcement learning

A. Ambroladze, E. Parrado-Hernandez, and J. Shawe-Taylor. Tighter PAC-Bayes Bounds. NIPS 2007.

Automatic differentiation of algorithms : from simulation to optimazation / George Corliss … [et al.], editors

Magic Moments for Structured Output Prediction

Robust Submodular Observation Selection

“A Grand Unified Tour of Theoretical Physics”, by Ian Lawrie

Estimation of Sparse Binary Pairwise Markov Networks using Pseudo-likelihoods

Consistency and Localizability

Cutting-plane training of structural SVMs

Image Segmentation with A Unified Graphical Model

Structured Prediction via the Extragradient Method