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Ziwen Yu

2 papers indexed

crossrefAgriculture2026-07-19

An Operation-Centered Review of Deep-Learning Computer Vision for Dairy Cow Management

Chi Zhang, Ziwen Yu, Jin Wang

Dairy cow management depends on repeated observations of behavior and physical condition to support health, welfare, and operational decisions, but these observations remain labor-intensive. Deep learning (DL)-based computer vision can automate parts of this work, although deploy…

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arxivcs.CLcs.AIcs.LG2026-06-26

VASAE: Naming SAE Dictionary Directions with Vocabulary-Aligned Anchoring

Kairui Zhang, Ziwen Yu, Zahraa S. Abdallah, Martha Lewis

Sparse autoencoders (SAEs) provide useful decompositions of Transformer residual streams, but their learned features are usually named post hoc rather than directly connected to the Transformer's token vocabulary. We introduce Vocabulary-Aligned Sparse Autoencoder (VASAE), a meth…

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