Winning Prize Comes from Losing Tickets: Improve Invariant Learning by Exploring Variant Parameters for Out-of-Distribution Generalization

Author:

Huang Zhuo,Li Muyang,Shen Li,Yu JunORCID,Gong Chen,Han Bo,Liu Tongliang

Funder

Australian Research Council

NSFC Young Scientists Fund

Basic and Applied Basic Research Foundation of Guangdong Province

RGC Early Career Scheme

NSF of China

NSF of Jiangsu Province

NSF for Distinguished Young Scholar of Jiangsu Province

CAAI-Huawei MindSpore Open Fund

Natural Science Foundation of China

Anhui Province Key Research and Development Program

USTC-IAT Application Sci. & Tech. Achievement Cultivation Program

Sci.&Tech. Innovation Special Zone

STI 2030-Major Projects

Publisher

Springer Science and Business Media LLC

Reference107 articles.

1. Andriushchenko, M., & Flammarion, N. (2022). Towards understanding sharpness-aware minimization. In: ICML, pp. 639–668. PMLR.

2. Arjovsky, M., Bottou, L., Gulrajani, I., & Lopez-Paz, D. (2019). Invariant risk minimization. arXiv preprint[SPACE]arXiv:1907.02893.

3. Barbu, A., Mayo, D., Alverio, J., Luo, W., Wang, C., Gutfreund, D., Tenenbaum, J., & Katz, B. (2019). Objectnet: A large-scale bias-controlled dataset for pushing the limits of object recognition models. In: NeurIPS, vol. 32.

4. Beery, S., Van Horn, G., & Perona, P. (2018). Recognition in terra incognita. In: ECCV, pp. 456–473.

5. Blanchard, G., Deshmukh, A. A., Dogan, Ü., Lee, G., & Scott, C. (2021). Domain generalization by marginal transfer learning. The Journal of Machine Learning Research, 22(1), 46–100.

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