A Primal-Dual Formulation for Deep Learning with Constraints

Yatin Nandwani
Yatin Nandwani

ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 32 (NIPS 2019), 2019.

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Abstract:

For several problems of interest, there are natural constraints which exist over the output label space. For example, for the joint task of NER and POS labeling, these constraints might specify that the NER label 'organization' is consistent only with the POS labels 'noun' and 'preposition'. These constraints can be a great way of injecti...More

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