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  ## Model Description
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- Existing medical VLMs often struggle to balance broad semantic understanding with fine-grained diagnostic cues. ACE-LoRA bridges this gap by adding only **$0.95M$** trainable parameters to frozen image-text encoders.
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  ### Key Features:
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  * **ACE-HGNN Module:** Captures higher-order contextual interactions beyond pairwise similarity, enriching global representations with localized diagnostic details.
 
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  ## Model Description
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+ Existing medical VLMs often struggle to balance broad semantic understanding with fine-grained diagnostic cues. ACE-LoRA bridges this gap by adding only **0.95M** trainable parameters to frozen image-text encoders.
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  ### Key Features:
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  * **ACE-HGNN Module:** Captures higher-order contextual interactions beyond pairwise similarity, enriching global representations with localized diagnostic details.