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Efficient Learning

3 papers across 2 sessions

Poster Session 1

2 papers
Wednesday, December 3, 2025 · 11:00 AM → 2:00 PM
Exhibit Hall C,D,E
Computational Budget Should Be Considered in Data Selection
#3518 · Weilin Wan, Weizhong Zhang, Cheng Jin
Randomized-MLP Regularization Improves Domain Adaptation and Interpretability in DINOv2
#2612 · Joel Valdivia Ortega, Lorenz Lamm, Franziska Eckardt, Benedikt Schworm, Marion Jasnin, Tingying Peng

Poster Session 2

1 paper
Wednesday, December 3, 2025 · 4:30 PM → 7:30 PM
Exhibit Hall C,D,E
FADRM: Fast and Accurate Data Residual Matching for Dataset Distillation
#102 · Jiacheng Cui, Xinyue Bi, Yaxin Luo, Xiaohan Zhao, Jiacheng Liu, Zhiqiang Shen

We propose a data-centric residual matching method that significantly improves dataset distillation efficiency and accuracy.