Summary of Graph Neural Backdoor: Fundamentals, Methodologies, Applications, and Future Directions, by Xiao Yang et al.
Graph Neural Backdoor: Fundamentals, Methodologies, Applications, and Future Directionsby Xiao Yang, Gaolei Li, Jianhua LiFirst…
Summary of Hifgl: a Hierarchical Framework For Cross-silo Cross-device Federated Graph Learning, by Zhuoning Guo et al.
HiFGL: A Hierarchical Framework for Cross-silo Cross-device Federated Graph Learningby Zhuoning Guo, Duanyi Yao, Qiang…
Summary of Geodesic Distance Between Graphs: a Spectral Metric For Assessing the Stability Of Graph Neural Networks, by Soumen Sikder Shuvo et al.
Geodesic Distance Between Graphs: A Spectral Metric for Assessing the Stability of Graph Neural Networksby…
Summary of Differentiable Reasoning About Knowledge Graphs with Region-based Graph Neural Networks, by Aleksandar Pavlovic et al.
Differentiable Reasoning about Knowledge Graphs with Region-based Graph Neural Networksby Aleksandar Pavlovic, Emanuel Sallinger, Steven…
Summary of A Flexible, Equivariant Framework For Subgraph Gnns Via Graph Products and Graph Coarsening, by Guy Bar-shalom et al.
A Flexible, Equivariant Framework for Subgraph GNNs via Graph Products and Graph Coarseningby Guy Bar-Shalom,…
Summary of Transformers Meet Neural Algorithmic Reasoners, by Wilfried Bounsi et al.
Transformers meet Neural Algorithmic Reasonersby Wilfried Bounsi, Borja Ibarz, Andrew Dudzik, Jessica B. Hamrick, Larisa…
Summary of Classic Gnns Are Strong Baselines: Reassessing Gnns For Node Classification, by Yuankai Luo et al.
Classic GNNs are Strong Baselines: Reassessing GNNs for Node Classificationby Yuankai Luo, Lei Shi, Xiao-Ming…
Summary of Introducing Diminutive Causal Structure Into Graph Representation Learning, by Hang Gao et al.
Introducing Diminutive Causal Structure into Graph Representation Learningby Hang Gao, Peng Qiao, Yifan Jin, Fengge…
Summary of Conformal Load Prediction with Transductive Graph Autoencoders, by Rui Luo and Nicolo Colombo
Conformal Load Prediction with Transductive Graph Autoencodersby Rui Luo, Nicolo ColomboFirst submitted to arxiv on:…
Summary of Graphfm: a Comprehensive Benchmark For Graph Foundation Model, by Yuhao Xu et al.
GraphFM: A Comprehensive Benchmark for Graph Foundation Modelby Yuhao Xu, Xinqi Liu, Keyu Duan, Yi…