Collective Stability in Structured Prediction: Generalization from One Example

Ben London, Bert Huang, Ben Taskar, Lise Getoor

Abstract: Structured predictors enable joint inference over multiple interdependent output variables. These models are often trained on a small number of examples with large internal structure. Existing dist...