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#artificial intelligence Preprint Sep 2026

NeuronEye: Query-Guided Visual Concept Activation for Vision-Language Reasoning

Current vision-language models (VLMs) encode visual information in dense hidden states where object identity, spatial layout, and local attributes are implicitly entangled rather than explicitly disentangled, limiting their ability to isolate and modulate the specific visual evidence required by a given language query....

Rui Yan, Bo-Wen Chen, Shao-Wen Wan et al. · 0 citations
Preprint Aug 2026

MSM-Mem: A Universal Medical Structured Multimodal Memory Framework for Medical AI Agents

Clinical decision-making is inherently experience-driven: physicians progressively refine their reasoning by synthesizing patient history, multimodal observations, and prior diagnostic experiences across interactions. In contrast, current multimodal large language model (MLLM)-based medical AI agents largely operate as...

M. Jabin, K. Lê, Lin Zhao et al. · 0 citations

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