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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)
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收藏
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浏览/下载:248/3
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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
Hierarchical Learning and Computing over Space-Ground Integrated Networks
期刊论文
IEEE TRANSACTIONS ON MOBILE COMPUTING, 2025
作者:
Zhu, Jingyang
;
Shi, Yuanming
;
Zhou, Yong
;
Jiang, Chunxiao
;
Kuang, Linling
Adobe PDF(12809Kb)
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收藏
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浏览/下载:43/2
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提交时间:2025/06/17
Data flow graphs
Geodetic satellites
Network theory (graphs)
Satellite communication systems
Signal flow graphs
Supervised learning
Directed steiner trees
Energy efficient routing
Global connectivity
Hierarchical learning
Integrated networks
Low earth orbit satellites
Space-ground integrated network
Steiner tree problem
Topology aware
Topology-aware energy-efficient routing
Hierarchical Learning and Computing over Space-Ground Integrated Networks
预印本
2024
作者:
Zhu, Jingyang
;
Shi, Yuanming
;
Zhou, Yong
;
Jiang, Chunxiao
;
Kuang, Linling
Adobe PDF(11710Kb)
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收藏
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浏览/下载:422/8
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提交时间:2024/09/08
Space-ground integrated networks
hierarchical learning
topology-aware energy-efficient routing
Brain topology improved spiking neural network for efficient reinforcement learning of continuous control
期刊论文
FRONTIERS IN NEUROSCIENCE, 2024, 卷号: 18
作者:
Wang, Yongjian
;
Wang, Yansong
;
Zhang, Xinhe
;
Du, Jiulin
;
Zhang, Tielin
Adobe PDF(2987Kb)
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浏览/下载:365/88
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提交时间:2024/07/08
spiking neural network
brain topology
hierarchical clustering
reinforcement learning
neuromorphic computing
An Anatomy- and Topology-Preserving Framework for Coronary Artery Segmentation
期刊论文
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2024, 卷号: 43, 期号: 2, 页码: 723-733
作者:
Xiao Zhang
;
Kaicong Sun
;
Dijia Wu
;
Xiaosong Xiong
;
Jiameng Liu
Adobe PDF(3742Kb)
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收藏
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浏览/下载:262/1
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提交时间:2023/10/07
Coronary artery segmentation
hierarchical topology representation
anatomical dependency encoding
multi-task learning
coarse-to-fine segmentation
Communication and Energy Efficient Decentralized Learning over D2D Networks
期刊论文
IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2023, 卷号: 22, 期号: 12, 页码: 9549 - 9563
作者:
Shengli Liu
;
Guanding Yu
;
Dingzhu Wen
;
Xianfu Chen
;
Mehdi Bennis
Adobe PDF(2367Kb)
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浏览/下载:297/3
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提交时间:2023/06/09
Computing power
Energy efficiency
Energy utilization
Green computing
Heuristic algorithms
Iterative methods
Learning algorithms
Resource allocation
Tabu search
Aggregation weights
Computing power
D2D
Decentralized learning
Energy-consumption
Learning latency
Learning performance
Link selection
Network topology
Wireless resource allocation
Lateral interaction by Laplacian-based graph smoothing for deep neural networks
期刊论文
CAAI TRANSACTIONS ON INTELLIGENCE TECHNOLOGY, 2023, 卷号: 8, 期号: 4, 页码: 1590-1607
作者:
Chen, Jianhui
;
Wang, Zuoren
;
Liu, Cheng-Lin
Adobe PDF(2629Kb)
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收藏
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浏览/下载:312/0
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提交时间:2023/09/08
K-means clustering
Laplace transforms
Learning systems
Matrix algebra
Topology
Biologically plausible
Cognitive functions
Laplacian-based graph smoothing
Laplacians
Lateral interactions
Learning rules
Machine-learning
Map learning
Regularisation
Self-organizing-maps
CorSegRec: A Topology-Preserving Scheme for Extracting Fully-Connected Coronary Arteries from CT Angiography
会议论文
LECTURE NOTES IN COMPUTER SCIENCE (INCLUDING SUBSERIES LECTURE NOTES IN ARTIFICIAL INTELLIGENCE AND LECTURE NOTES IN BIOINFORMATICS), Vancouver, BC, Canada, October 8, 2023 - October 12, 2023
作者:
Qiu, Yuehui
;
Li, Zihan
;
Wang, Yining
;
Dong, Pei
;
Wu, Dijia
Adobe PDF(117206Kb)
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收藏
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浏览/下载:252/0
|
提交时间:2024/01/19
Angiography
Computer aided diagnosis
Computer aided instruction
Computerized tomography
Deep learning
Diseases
Geometry
Heart
Image segmentation
Topology
Centerline reconnection
Centerlines
Computed tomography angiography
Coronary arteries
Coronary artery disease
Coronary artery extraction
CT angiography
Geometry reconstruction
Regularized walk
Topology preserving
Progressive Deep Segmentation of Coronary Artery via Hierarchical Topology Learning
会议论文
LECTURE NOTES IN COMPUTER SCIENCE (INCLUDING SUBSERIES LECTURE NOTES IN ARTIFICIAL INTELLIGENCE AND LECTURE NOTES IN BIOINFORMATICS), Singapore, Singapore, September 18, 2022 - September 22, 2022
作者:
Zhang, Xiao
;
Zhang, Jingyang
;
Ma, Lei
;
Xue, Peng
;
Hu, Yan
Adobe PDF(101629Kb)
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收藏
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浏览/下载:390/0
|
提交时间:2022/10/28
Deep learning
Diagnosis
Learning systems
Medical imaging
Topology
Anatomical information
Coronary arteries
Coronary artery segmentation
Hierarchical topology
Hierarchical topology representation
Learning modules
Multitask learning
Spatial anatomical dependency
Topology learning
Vascular topology
A Few-Shot Learning Graph Multi-trajectory Evolution Network for Forecasting Multimodal Baby Connectivity Development from a Baseline Timepoint
会议论文
LECTURE NOTES IN COMPUTER SCIENCE, Virtual, Online, October 1, 2021 - October 1, 2021
作者:
Bessadok, Alaa
;
Nebli, Ahmed
;
Mahjoub, Mohamed Ali
;
Li, Gang
;
Lin, Weili
Adobe PDF(1454Kb)
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收藏
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浏览/下载:754/159
|
提交时间:2021/12/03
Benchmarking
Computer vision
Distillation
Forecasting
Large dataset
Learning systems
Students
Topology
Trajectories
Baby connectome development
Connectomes
Few
shot learning using graph neural network
Graph neural networks
Knowledge distillation network
Learn+
Multi
modal
Multimodal brain graph evolution prediction
Student network
Teachers'
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