GeNet: A Graph Neural Network-based Anti-noise Task-Oriented Semantic Communication Paradigmby Chunhang Zheng, Kechao CaiFirst submitted…
EL-MLFFs: Ensemble Learning of Machine Leaning Force Fieldsby Bangchen Yin, Yue Yin, Yuda W. Tang,…
Less Is More – On the Importance of Sparsification for Transformers and Graph Neural Networks…
Graph Augmentation for Recommendationby Qianru Zhang, Lianghao Xia, Xuheng Cai, Siuming Yiu, Chao Huang, Christian…
Node Classification via Semantic-Structural Attention-Enhanced Graph Convolutional Networksby Hongyin ZhuFirst submitted to arxiv on: 24…
GTAGCN: Generalized Topology Adaptive Graph Convolutional Networksby Sukhdeep Singh, Anuj Sharma, Vinod Kumar ChauhanFirst submitted…
iSpLib: A Library for Accelerating Graph Neural Networks using Auto-tuned Sparse Operationsby Md Saidul Hoque…
Causality-Aware Spatiotemporal Graph Neural Networks for Spatiotemporal Time Series Imputationby Baoyu Jing, Dawei Zhou, Kan…
Multi-Relational Graph Neural Network for Out-of-Domain Link Predictionby Asma Sattar, Georgios Deligiorgis, Marco Trincavelli, Davide…
Discovering Invariant Neighborhood Patterns for Heterophilic Graphsby Ruihao Zhang, Zhengyu Chen, Teng Xiao, Yueyang Wang,…