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	Predicting infant brain connectivity with federated multi-trajectory GNNs using scarce data 期刊论文 MEDICAL IMAGE ANALYSIS, 2025, 卷号: 102 作者: Pistos, Michalis; Li, Gang; Lin, Weili; Shen, Dinggang; Rekik, Islem Adobe PDF(5127Kb) \| 收藏 \| 浏览/下载：23/1 \| 提交时间：2025/04/11 Adversarial machine learning Contrastive Learning Graph neural networks Prediction models Brain connectivity Connectomics Data scarcity Graph neural networks Learning frameworks Longitudinal connectomic dataset Multi-modal Multimodal brain graph evolution prediction Single-baseline Trajectory prediction
	A distribution-guided Mapper algorithm 期刊论文 BMC BIOINFORMATICS, 2025, 卷号: 26, 期号: 1 作者: Tao YY(陶宇洋); Ge SF(葛淑菲) Adobe PDF(2884Kb) \| 收藏 \| 浏览/下载：61/7 \| 提交时间：2025/03/17 Extended persistence Fixed intervals Length ratio Mapper Mixture modeling Probability modelling Reeb graph Topological data analysis Topological features Topology data analyze
	DHSampling: Diversity-Based Hyperedge Sampling in GNN Learning with Application to Medical Imaging Classification 会议论文 LECTURE NOTES IN COMPUTER SCIENCE (INCLUDING SUBSERIES LECTURE NOTES IN ARTIFICIAL INTELLIGENCE AND LECTURE NOTES IN BIOINFORMATICS), Marrakesh, Morocco, October 6, 2024 - October 6, 2024 作者: Liu, Jiameng; Pala, Furkan; Rekik, Islem; Shen, Dinggang Adobe PDF(1654Kb) \| 收藏 \| 浏览/下载：214/3 \| 提交时间：2024/11/29 Adversarial machine learning Contrastive Learning Graph embeddings Graph neural networks Network embeddings Network theory (graphs) Clinical data Diversity-based sampling Efficient graph neural network learning Embeddings Graph neural networks Hyperedges Large-scales Neural network learning Subgraphs Topology and embedding diversity
	Fast FPGA Accelerator of Graph Cut Algorithm With Threshold Global Relabel and Inertial Push 期刊论文 IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2025, 卷号: PP, 期号: 99 作者: Guangyao Yan; Xinzhe Liu; Hui Wang; Yajun Ha Adobe PDF(7777Kb) \| 收藏 \| 浏览/下载：66/1 \| 提交时间：2025/03/03 Data flow graphs - Heuristic algorithms - Sleep research Algorithm convergence - FPGA acceleration - Global relabel - Graph-cut - Grid graphs - Memory resources - Min cut/max flows - Optimization task - Push relabel - Redundant computation
	A Mapper Algorithm with implicit intervals and its optimization 预印本 2024 作者: Tao, Yuyang; Ge, Shufei Adobe PDF(3369Kb) \| 收藏 \| 浏览/下载：51/3 \| 提交时间：2025/02/12 Topological Data Analysis Mapper Graph Gaussian Mixture Model Extended Persistence Homology Stochastic gradient descent
	Research on Enhanced Graph Neural Network for Automated Knowledge Graph Construction 会议论文 2024 5TH INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND COMPUTER APPLICATION (ICMLCA), Hangzhou, China, 18-20 Oct. 2024 作者: Qianyu Chen Adobe PDF(774Kb) \| 收藏 \| 浏览/下载：119/2 \| 提交时间：2024/11/28 Graph algorithms Graph neural networks Neural network models Attention mechanisms Automated methods Downstream applications Graph construction Graph neural networks Knowledge graph construction Knowledge graphs Language processing Natural languages Process data
	Generic protein-ligand interaction scoring by integrating physical prior knowledge and data augmentation modelling 期刊论文 NATURE MACHINE INTELLIGENCE, 2024, 卷号: 6, 期号: 6, 页码: 688-700 作者: Cao, Duanhua; Chen, Geng; Jiang, Jiaxin; Yu, Jie; Zhang, Runze Adobe PDF(3326Kb) \| 收藏 \| 浏览/下载：194/0 \| 提交时间：2024/06/17 Graph neural networks Lead compounds Proteins Data augmentation Data-driven methods Docking methods Graph neural networks Heterogeneous graph Prior-knowledge Protein-ligand interactions Robust methods Standing problems Training data
	GNN-Aided Distributed GAN with Partially Observable Social Graph 会议论文 IEEE WCNC 2024, Dubai, United Arab Emirates, 21-24 April 2024 作者: Chen, Ming; Wang, Shangshang; Zhang, Tianyi; Shao, Ziyu; Yang, Yang Adobe PDF(12034Kb) \| 收藏 \| 浏览/下载：347/2 \| 提交时间：2024/03/14 Budget control Deep learning E-learning Energy utilization Graph neural networks Ubiquitous computing Distributed data Distributed implementation Edge computing Edge-based End-devices Energy budgets Graph neural networks Limited energies Social graphs Social ties
	Distinguish the Indistinguishable: Spatial Personalized Transformer for Traffic Flow Forecast 会议论文 LECTURE NOTES IN COMPUTER SCIENCE (INCLUDING SUBSERIES LECTURE NOTES IN ARTIFICIAL INTELLIGENCE AND LECTURE NOTES IN BIOINFORMATICS), Jinhua, China, August 30, 2024 - September 1, 2024 作者: Chen, Ao; Cao, Shaosheng; Zhang, Haipeng Adobe PDF(28073Kb) \| 收藏 \| 浏览/下载：257/3 \| 提交时间：2024/09/20 Data flow graphs Graph embeddings Network theory (graphs) Accurate modeling Graph networks Graph neural networks Indistinguishability Spatial temporals Spatial-temporal forecast Temporal graphs Traffic flow forecast Traffic flow forecasting Traffic nodes
	A Transferable GNN-based Multi-Corner Performance Variability Modeling for Analog ICs 会议论文 2024 29TH ASIA AND SOUTH PACIFIC DESIGN AUTOMATION CONFERENCE (ASP-DAC), Incheon, Korea, Republic of, 22-25 Jan. 2024 作者: Hongjian Zhou; Yaguang Li; Xin Xiong; Pingqiang Zhou Adobe PDF(7436Kb) \| 收藏 \| 浏览/下载：207/2 \| 提交时间：2024/04/01 Semiconductor device modeling Design automation Training data Predictive models Graph neural networks Data models Yield estimation

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