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1 Introduction
2 Thermodynamics and Phase Transition
3 The martingale approach and the L2 region
4 Lattice versus tree
5 Semimartingale approach and localization transition
6 Log-Gamma polymer model
7 Kardar-Parisi-Zhang equation and universality
8 Variational formulas.

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