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- W3167287474 abstract "With a better understanding of the loss surfaces for multilayer networks, we can build more robust and accurate training procedures. Recently it was discovered that independently trained SGD solutions can be connected along one-dimensional paths of near-constant training loss. In this paper, we show that there are mode-connecting simplicial complexes that form multi-dimensional manifolds of low loss, connecting many independently trained models. Inspired by this discovery, we show how to efficiently build simplicial complexes for fast ensembling, outperforming independently trained deep ensembles in accuracy, calibration, and robustness to dataset shift. Notably, our approach only requires a few training epochs to discover a low-loss simplex, starting from a pre-trained solution. Code is available at this https URL." @default.
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- W3167287474 date "2021-07-18" @default.
- W3167287474 modified "2023-09-24" @default.
- W3167287474 title "Loss Surface Simplexes for Mode Connecting Volumes and Fast Ensembling" @default.
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