SparseMAP: Differentiable Sparse Structured Inference

Vlad Niculae, André F. T. Martins, Mathieu Blondel, Claire Cardie

Abstract: Structured prediction requires searching over a combinatorial number of structures. To tackle it, we introduce SparseMAP, a new method for sparse structured inference, together with corresponding l...