Zero-Shot Sparse Mixture of Low-Rank Experts Construction From Pre-Trained Foundation Models

Deep model training on extensive datasets is increasingly becoming cost-prohibitive, prompting the widespread adoption of deep model fusion techniques to leverage knowledge from pre-existing models. From simple weight averaging to more sophisticated methods like AdaMerging, model fusion effectively...

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Publié dans:IEEE transactions on pattern analysis and machine intelligence. - 1979. - PP(2025) vom: 22. Sept.
Auteur principal: Tang, Anke (Auteur)
Autres auteurs: Shen, Li, Luo, Yong, Xie, Shuai, Hu, Han, Zhang, Lefei, Du, Bo, Tao, Dacheng
Format: Article en ligne
Langue:English
Publié: 2025
Accès à la collection:IEEE transactions on pattern analysis and machine intelligence
Sujets:Journal Article