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Aug 2026
UniCon, an open-linguistic unified concept learning framework for multimodal interpretable vision-language diagnosis, successfully bridges disparate clinical taxonomies, unlocking unprecedented cross-site intervention capabilities.
Chengyu Wu, Junpeng Tan, Wanxiang Luo et al.
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A dual-level confidence based framework (DuCoR) that achieves implicit self-refinement through iterative pseudo-supervised optimization that achieves superior performance and exhibits improved cross-domain generalization over fully supervised baseline.
Mei-Hong Pan, Yefeng Zheng
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Review
Aug 2026
This Review examines volumetric foundation models, language alignment and compression strategies, and agentic systems that extend MLLMs through planning, tools, memory, and workflow interaction, and introduces a Claim-Design-Validation framework to assess whether technical, workflow, and clinical claims are matched by...
Zan-Ting Ye, Shengyuan Liu, Xin Liu et al.
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