Unified Probabilistic Neural Architecture and Weight Ensembling Improves Model Robustness

no code implementations • 8 Oct 2022 • Sumegha Premchandar, Sandeep Madireddy, Sanket Jantre, Prasanna Balaprakash

To this end, we propose a Unified probabilistic architecture and weight ensembling Neural Architecture Search (UraeNAS) that leverages advances in probabilistic neural architecture search and approximate Bayesian inference to generate ensembles form the joint distribution of neural network architectures and weights.

Bayesian Inference Neural Architecture Search