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Model Soups: Averaging Weights of Multiple Fine-tuned Models Improves Accuracy without Increasing Inference Time

Authors: Mitchell Wortsman, Gabriel Ilharco, Samir Yitzhak Gadre, Rebecca Roelofs, Raphael Gontijo-Lopes, Ari S. Morcos, Hongseok Namkoong, Ali Farhadi, Yair Carmon, Simon Kornblith, Ludwig Schmidt

Year: 2022

Venue: ICML

Type: article

URL: https://arxiv.org/abs/2203.05482

arXiv: 2203.05482

Cite as: [@wortsman2022model_soups]

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BibTeX

@inproceedings{wortsman2022model_soups,
  title = {Model Soups: Averaging Weights of Multiple Fine-tuned Models Improves Accuracy without Increasing Inference Time},
  author = {Mitchell Wortsman and Gabriel Ilharco and Samir Yitzhak Gadre and Rebecca Roelofs and Raphael Gontijo-Lopes and Ari S. Morcos and Hongseok Namkoong and Ali Farhadi and Yair Carmon and Simon Kornblith and Ludwig Schmidt},
  year = {2022},
  booktitle = {ICML},
  url = {https://arxiv.org/abs/2203.05482}
}

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