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🏢 China University of Geosciences

KFNN: K-Free Nearest Neighbor For Crowdsourcing
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AI Applications Healthcare 🏢 China University of Geosciences
KFNN dynamically determines optimal neighborhood sizes for label integration in crowdsourcing, significantly boosting accuracy and robustness, especially with limited noisy labels.
IWBVT: Instance Weighting-based Bias-Variance Trade-off for Crowdsourcing
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AI Applications Education 🏢 China University of Geosciences
IWBVT: A novel instance weighting approach significantly improves model quality in crowdsourcing by mitigating the impact of intractable instances and achieving a bias-variance trade-off.