Neurons++ is proposed, a visual-stream fMRI reconstruction framework for both static image and dynamic video reconstruction and achieves state-of-the-art video reconstruction and competitive image reconstruction across standard benchmarks.
Hao-Nan Wang, Yu-Chen Wang, Jing-Yu Lu et al.· 0 citations
The benchmark and diagnostics establish that acquiring useful whole-slide context is necessary but far from sufficient, and call for a shift from answer-centric to evidence-grounded evaluation in computational pathology.
SyRe is presented, a promptable segmentation foundation model based on Synergistic vision-language Reinforcement that achieves accurate text-prompted segmentation across diverse clinical scenarios, with particularly strong performance on disease-related targets.
Haonan Wang, J. Mao, Le-Han Wang et al.· 2 citations
CACSurv reformulates survival modeling as mini-cohort comparative reasoning, where an LLM predicts relative prognostic orderings and introduces concordance-aligned rewards derived from comparable relations under right censoring, enabling censored outcomes to provide ranking supervision without exact event-time targets.
Tianqi Xiang, Qixiang Zhang, Xinpeng Ding et al.· 0 citations
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