Summary of Universal Inceptive Gnns by Eliminating the Smoothness-generalization Dilemma, By Ming Gu et al.
Universal Inceptive GNNs by Eliminating the Smoothness-generalization Dilemmaby Ming Gu, Zhuonan Zheng, Sheng Zhou, Meihan…
Summary of Brain-inspired Chaotic Graph Backpropagation For Large-scale Combinatorial Optimization, by Peng Tao et al.
Brain-inspired Chaotic Graph Backpropagation for Large-scale Combinatorial Optimizationby Peng Tao, Kazuyuki Aihara, Luonan ChenFirst submitted…
Summary of Hybrid Variable Spiking Graph Neural Networks For Energy-efficient Scientific Machine Learning, by Isha Jain and Shailesh Garg and Shaurya Shriyam and Souvik Chakraborty
Hybrid variable spiking graph neural networks for energy-efficient scientific machine learningby Isha Jain, Shailesh Garg,…
Summary of Grothendieck Graph Neural Networks Framework: An Algebraic Platform For Crafting Topology-aware Gnns, by Amirreza Shiralinasab Langari et al.
Grothendieck Graph Neural Networks Framework: An Algebraic Platform for Crafting Topology-Aware GNNsby Amirreza Shiralinasab Langari,…
Summary of Grimm: a Plug-and-play Perturbation Rectifier For Graph Neural Networks Defending Against Poisoning Attacks, by Ao Liu et al.
Grimm: A Plug-and-Play Perturbation Rectifier for Graph Neural Networks Defending against Poisoning Attacksby Ao Liu,…
Summary of Edge-splitting Mlp: Node Classification on Homophilic and Heterophilic Graphs Without Message Passing, by Matthias Kohn et al.
Edge-Splitting MLP: Node Classification on Homophilic and Heterophilic Graphs without Message Passingby Matthias Kohn, Marcel…
Summary of Robustness Of Graph Classification: Failure Modes, Causes, and Noise-resistant Loss in Graph Neural Networks, by Farooq Ahmad Wani et al.
Robustness of Graph Classification: failure modes, causes, and noise-resistant loss in Graph Neural Networksby Farooq…
Summary of Bootstrapping Heterogeneous Graph Representation Learning Via Large Language Models: a Generalized Approach, by Hang Gao et al.
Bootstrapping Heterogeneous Graph Representation Learning via Large Language Models: A Generalized Approachby Hang Gao, Chenhao…
Summary of Graph Neural Networks Are More Than Filters: Revisiting and Benchmarking From a Spectral Perspective, by Yushun Dong et al.
Graph Neural Networks Are More Than Filters: Revisiting and Benchmarking from A Spectral Perspectiveby Yushun…
Summary of Deep Learning-enhanced Preconditioning For Efficient Conjugate Gradient Solvers in Large-scale Pde Systems, by Rui Li et al.
Deep Learning-Enhanced Preconditioning for Efficient Conjugate Gradient Solvers in Large-Scale PDE Systemsby Rui Li, Song…