Search Results for author: Matteo Gambella

Found 2 papers, 2 papers with code

FlatNAS: optimizing Flatness in Neural Architecture Search for Out-of-Distribution Robustness

2 code implementations29 Feb 2024 Matteo Gambella, Fabrizio Pittorino, Manuel Roveri

FlatNAS achieves a good trade-off between performance, OOD generalization, and the number of parameters, by using only in-distribution data in the NAS exploration.

Neural Architecture Search

NACHOS: Neural Architecture Search for Hardware Constrained Early Exit Neural Networks

2 code implementations24 Jan 2024 Matteo Gambella, Jary Pomponi, Simone Scardapane, Manuel Roveri

To this end, this work presents Neural Architecture Search for Hardware Constrained Early Exit Neural Networks (NACHOS), the first NAS framework for the design of optimal EENNs satisfying constraints on the accuracy and the number of Multiply and Accumulate (MAC) operations performed by the EENNs at inference time.

Neural Architecture Search

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