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Author

Ruichu Cai

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#machine learning Preprint Sep 2026

Regional Explanations via Causal Sufficiency and Necessity

Causal Sufficient and Necessary Regional Explanations (SNRE), a framework that learns an input region and output region such that membership in A is both sufficient and necessary for the model output to fall in B, is proposed.

Xuexin Chen, Peng Liang, Zijian Li et al. · 0 citations
Aug 2026

EP-MAE: A resource-efficient masked autoencoding framework for 3D neural representation learning.

Efficient Point Masked Autoencoders (EP-MAE), a new framework designed to significantly reduce the training cost of 3D self-supervised pre-training while maintaining strong representation quality, and provides a scalable and effective foundation for future 3D neural network models is presented.

Jian Zhu, Jiale Zhao, Cheng Lin et al. · 0 citations

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