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cs.LG2026
MoNo: Multiscale Optimal Transport Neural Operator for Solving PDEs on General Geometries
Zijiang Yang, Xiaomeng Wu, Dongmei Fu
Transformer-based neural operators have achieved substantial progress in solving Partial Differential Equations (PDEs) by projecting spatial observations into compact latent tokens…
cs.CV2026
NuNext: Reframing Nucleus Detection as Next-Point Detection
Zhongyi Shui, Honglin Li, Xiaozhong Ji +7
Nucleus detection in histopathology is pivotal for a wide range of clinical applications. Existing approaches either regress nuclear proxy maps that require complex post-processing…
cs.CV2026
DeNuC: Decoupling Nuclei Detection and Classification in Histopathology
Zijiang Yang, Chen Kuang, Dongmei Fu
Pathology Foundation Models (FMs) have shown strong performance across a wide range of pathology image representation and diagnostic tasks. However, FMs do not exhibit the expected…