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Towards Compact Neural Networks via End-to-End Training: A Bayesian Tensor Approach with Automatic Rank Determination

Cole Hawkins, Xing Liu, Zheng Zhang

2022SIAM Journal on Mathematics of Data Science26 citationsDOIOpen Access PDF

Abstract

Towards Compact Neural Networks via End-to-End Training: A Bayesian Tensor Approach with Automatic Rank Determination

Topics & Concepts

End-to-end principleArtificial neural networkBayesian probabilityRank (graph theory)Tensor (intrinsic definition)Training (meteorology)Computer scienceArtificial intelligenceMachine learningMathematicsPhysicsPure mathematicsCombinatoricsMeteorologyTensor decomposition and applicationsModel Reduction and Neural NetworksParallel Computing and Optimization Techniques
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