Summary of Dfa-gnn: Forward Learning Of Graph Neural Networks by Direct Feedback Alignment, By Gongpei Zhao et al.
DFA-GNN: Forward Learning of Graph Neural Networks by Direct Feedback Alignmentby Gongpei Zhao, Tao Wang,…
Summary of Topology-aware Dynamic Reweighting For Distribution Shifts on Graph, by Weihuang Zheng et al.
Topology-Aware Dynamic Reweighting for Distribution Shifts on Graphby Weihuang Zheng, Jiashuo Liu, Jiaxing Li, Jiayun…
Summary of Gladformer: a Mixed Perspective For Graph-level Anomaly Detection, by Fan Xu et al.
GLADformer: A Mixed Perspective for Graph-level Anomaly Detectionby Fan Xu, Nan Wang, Hao Wu, Xuezhi…
Summary of Iene: Identifying and Extrapolating the Node Environment For Out-of-distribution Generalization on Graphs, by Haoran Yang et al.
IENE: Identifying and Extrapolating the Node Environment for Out-of-Distribution Generalization on Graphsby Haoran Yang, Xiaobing…
Summary of Graph Neural Network Training Systems: a Performance Comparison Of Full-graph and Mini-batch, by Saurabh Bajaj and Hojae Son and Juelin Liu and Hui Guan and Marco Serafini
Graph Neural Network Training Systems: A Performance Comparison of Full-Graph and Mini-Batchby Saurabh Bajaj, Hojae…
Summary of Sign Is Not a Remedy: Multiset-to-multiset Message Passing For Learning on Heterophilic Graphs, by Langzhang Liang et al.
Sign is Not a Remedy: Multiset-to-Multiset Message Passing for Learning on Heterophilic Graphsby Langzhang Liang,…
Summary of Towards a General Recipe For Combinatorial Optimization with Multi-filter Gnns, by Frederik Wenkel et al.
Towards a General Recipe for Combinatorial Optimization with Multi-Filter GNNsby Frederik Wenkel, Semih Cantürk, Stefan…
Summary of Gnn-rag: Graph Neural Retrieval For Large Language Model Reasoning, by Costas Mavromatis et al.
GNN-RAG: Graph Neural Retrieval for Large Language Model Reasoningby Costas Mavromatis, George KarypisFirst submitted to…
Summary of Valid Conformal Prediction For Dynamic Gnns, by Ed Davis et al.
Valid Conformal Prediction for Dynamic GNNsby Ed Davis, Ian Gallagher, Daniel John Lawson, Patrick Rubin-DelanchyFirst…
Summary of Can Graph Learning Improve Planning in Llm-based Agents?, by Xixi Wu et al.
Can Graph Learning Improve Planning in LLM-based Agents?by Xixi Wu, Yifei Shen, Caihua Shan, Kaitao…