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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Pujin Cheng

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Jul 2026

CRISP: Constrained Refinement via Iterative Squeezing Process for Robust Medical Image Segmentation under Domain Shift

CRISP is a model-agnostic framework that requires no test-time parameter updates and no target-domain data--a target-free, plug-in refinement framework that segments with frozen weights, exploiting the stability of probability rankings under distribution shift to derive robust spatial priors.

Yi Fang, Pujin Cheng, Yixiang Liu et al. · 0 citations

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