Poster "data-efficient learning" Papers

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Balancing Feature Similarity and Label Variability for Optimal Size-Aware One-shot Subset Selection

Abhinab Acharya, Dayou Yu, Qi Yu et al.

Data-Efficient Learning via Clustering-Based Sensitivity Sampling: Foundation Models and Beyond

Kyriakos Axiotis, Vincent Cohen-Addad, Monika Henzinger et al.

ICML 2024arXiv:2402.17327

Data-Efficient Molecular Generation with Hierarchical Textual Inversion

Seojin Kim, Jaehyun Nam, Sihyun Yu et al.

ICML 2024arXiv:2405.02845

Data-Efficient Unsupervised Interpolation Without Any Intermediate Frame for 4D Medical Images

JungEun Kim, Hangyul Yoon, Geondo Park et al.

CVPR 2024arXiv:2404.01464

Data-to-Model Distillation: Data-Efficient Learning Framework

Ahmad Sajedi, Samir Khaki, Lucy Z. Liu et al.

ECCV 2024arXiv:2411.12841

Few-shot Adaptation to Distribution Shifts By Mixing Source and Target Embeddings

Yihao Xue, Ali Payani, Yu Yang et al.

ICML 2024arXiv:2305.14521

Position: Compositional Generative Modeling: A Single Model is Not All You Need

Yilun Du, Leslie Kaelbling

Reference Neural Operators: Learning the Smooth Dependence of Solutions of PDEs on Geometric Deformations

Ze Cheng, Zhongkai Hao, Wang Xiaoqiang et al.

ICML 2024arXiv:2405.17509