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Marcus Aloysius Pereira

2 accepted papers

2021

NOVAS: Non-convex Optimization via Adaptive Stochastic Search for End-to-end Learning and Control

ICLR 2021poster

In this work we propose the use of adaptive stochastic search as a building block for general, non-convex optimization operations within deep neural network architectures. Specifically, for an objective function located at some layer in the network and parameterized by some network parameters, we em…

Cited by 6SourcePDFScholar