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Google llc (20250131251). ROUTING TO EXPERT SUBNETWORKS IN MIXTURE-OF-EXPERTS NEURAL NETWORKS

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ROUTING TO EXPERT SUBNETWORKS IN MIXTURE-OF-EXPERTS NEURAL NETWORKS

Organization Name

google llc

Inventor(s)

Hanxiao Liu of Santa Clara CA US

Quoc V. Le of Sunnyvale CA US

Yanqi Zhou of Sunnyvale CA US

Tao Lei of Sunnyvale CA US

Yuzhe Zhao of San Francisco CA US

Yanping Huang of Mountain View CA US

Nan Du of San Jose CA US

Zhifeng Chen of Sunnyvale CA US

Andrew M. Dai of San Francisco CA US

James Laudon of Madison WI US

ROUTING TO EXPERT SUBNETWORKS IN MIXTURE-OF-EXPERTS NEURAL NETWORKS

This abstract first appeared for US patent application 20250131251 titled 'ROUTING TO EXPERT SUBNETWORKS IN MIXTURE-OF-EXPERTS NEURAL NETWORKS

Original Abstract Submitted

methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for performing a machine learning task on a network input to generate a network output. in one aspect, one of the systems includes a neural network configured to perform the machine learning task, the neural network including one or more expert neural network blocks that each include router that performs expert-choice routing between multiple expert neural networks.

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