Advanced structural and materials design increasingly depends on complex geometries and microstructures spanning continuum and atomistic descriptions. Yet the early idea–design–simulation loop remains manual: engineers translate informal intent into modeling assumptions, select physics, assemble solver inputs, and revi...
Jie Tian, Lin Pang, Ji-Xin Hou et al.· Advanced Intelligent Systems· 0 citations
An integrated framework fusing spatial and temporal information is proposed to improve prediction capability and develops a Context Perception Attention Generative Adversarial Network (CPA-GAN) that leverages adversarial training to mine AD evolutionary patterns, thereby supporting risk prediction and pathogeny extract...
Zhao-Xu Xing, Dafang Zhang, Kun Xie et al.· IEEE Transactions on Medical...· 0 citations
A novel evolutionary pattern mining framework for precise disease risk prediction, which combines multi-scale sparse attention and deformable attention mechanisms to capture evolutionary patterns of fused multi-omics features, is proposed and developed.
Zhao-Xu Xing, Zheng Liu, Dafang Zhang et al.· Medical Image Anal.· 0 citations
RadFabric is presented, an agentic AI system that orchestrates fourteen specialized open-source CXR analytics models and two Vision-Language Models through a modular protocol that enables explainable, robust diagnoses across common and rare pathologies while facilitating extensibility through additional agents.
Wenting Chen, Yi Dong, Zhaojun Ding et al.· npj Digital Medicine· 3 citations
This workshop explores how quantum-based approaches can be meaningfully integrated into modern machine learning and computer graphics pipelines and frames quantum computing as an emerging computational substrate with practical relevance for hybrid architectures, quantum-enhanced models, and future learning paradigms.
Wei Zhang, Tianming Liu, Ying-Feng Wang et al.· Proceedings of the Special I...· 0 citations
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