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cs.CV2026

Visible-Light Imaging Diagnosis of Neutral Particle Emission Tomography in the Tokamak Divertor: An Efficient Transformer-based Surrogate Model

Xiao Wang, Hao Si, Qiang Chen +8

Nuclear fusion has made significant progress in recent years and is expected to become one of the most important pathways to addressing global energy challenges. This paper focuses…

cs.CV2026

UniPINN: A Unified PINN Framework for Multi-task Learning of Diverse Navier-Stokes Equations

Dengdi Sun, Jie Chen, Xiao Wang +1

Physics-Informed Neural Networks (PINNs) have shown promise in solving incompressible Navier-Stokes equations, yet existing approaches are predominantly designed for single-flow se…

cs.CV2026

Structure and Progress Aware Diffusion for Medical Image Segmentation

Siyuan Song, Guyue Hu, Chenglong Li +3

Medical image segmentation is crucial for computer-aided diagnosis, which necessitates understanding both coarse morphological and semantic structures, as well as carving fine boun…

cs.CV2026

HGTS-Former: Hierarchical HyperGraph Transformer for Multivariate Time Series Analysis

Hao Si, Xiao Wang, Fan Zhang +5

Multivariate time series analysis has long been one of the key research topics in the field of artificial intelligence. However, analyzing complex time series data remains a challe…

cs.CV2025

R2GenKG: Hierarchical Multi-modal Knowledge Graph for LLM-based Radiology Report Generation

Futian Wang, Yuhan Qiao, Xiao Wang +3

X-ray medical report generation is one of the important applications of artificial intelligence in healthcare. With the support of large foundation models, the quality of medical r…

cs.CV2025

XiHeFusion: Harnessing Large Language Models for Science Communication in Nuclear Fusion

Xiao Wang, Qingquan Yang, Fuling Wang +12

Nuclear fusion is one of the most promising ways for humans to obtain infinite energy. Currently, with the rapid development of artificial intelligence, the mission of nuclear fusi…