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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Yan-Ting Yang

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Aug 2026

COVER-EL: Class cOVERage-Aware Noise Correction for Crowdsourced Labels via Elimination-Based Inference.

This work proposes a class coverage-aware noise correction method for crowdsourced labels via elimination-based inference (COVER-EL), and provides a probably approximately correct (PAC)-style bound that gives a high-probability guarantee on the overall error after correction.

Bi Wang, Yan-Ting Yang, Xuelian Li · 0 citations
Preprint Aug 2026

Location-Aware Fine-Grained Representation Learning for Medical Vision Foundation Models

LoFi is presented, a medical vision foundation model built on location-aware fine-grained representation learning that consistently outperforms general-purpose and medical vision foundation models as well as state-of-the-art LVLMs.

Myeongkyun Kang, Yan-Ting Yang, Xiao-Xiao Li · 0 citations

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