Approximating Memorization Using Loss Surface Geometry for Dataset Pruning and Summarization

Author:

Agiollo Andrea1ORCID,Kim Young In2ORCID,Khanna Rajiv2ORCID

Affiliation:

1. University of Bologna, Bologna, Italy

2. Purdue University, West Lafayette, IN, USA

Funder

Italian Ministry for Universities and Research

Publisher

ACM

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4. George Cazenavette, Tongzhou Wang, Antonio Torralba, Alexei A. Efros, and Jun-Yan Zhu. 2022. Dataset Distillation by Matching Training Trajectories. In IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, CVPR Workshops, New Orleans, LA, USA, June 19--20, 2022. IEEE, 4749--4758.

5. Yutian Chen, Max Welling, and Alexander J. Smola. 2010. Super-Samples from Kernel Herding. In 26th Conference on Uncertainty in Artificial Intelligence, UAI, Catalina Island, CA, USA, July 8--11, 2010. AUAI Press, 109--116.

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