Summary of Talos: a More Effective and Efficient Adversarial Defense For Gnn Models Based on the Global Homophily Of Graphs, by Duanyu Li et al.
Talos: A More Effective and Efficient Adversarial Defense for GNN Models Based on the Global…
Summary of Graphalign: Pretraining One Graph Neural Network on Multiple Graphs Via Feature Alignment, by Zhenyu Hou et al.
GraphAlign: Pretraining One Graph Neural Network on Multiple Graphs via Feature Alignmentby Zhenyu Hou, Haozhan…
Summary of Routeplacer: An End-to-end Routability-aware Placer with Graph Neural Network, by Yunbo Hou et al.
RoutePlacer: An End-to-End Routability-Aware Placer with Graph Neural Networkby Yunbo Hou, Haoran Ye, Yingxue Zhang,…
Summary of Bayesian Mesh Optimization For Graph Neural Networks to Enhance Engineering Performance Prediction, by Jangseop Park and Namwoo Kang
Bayesian Mesh Optimization for Graph Neural Networks to Enhance Engineering Performance Predictionby Jangseop Park, Namwoo…
Summary of In-context Learning Of Physical Properties: Few-shot Adaptation to Out-of-distribution Molecular Graphs, by Grzegorz Kaszuba et al.
In-Context Learning of Physical Properties: Few-Shot Adaptation to Out-of-Distribution Molecular Graphsby Grzegorz Kaszuba, Amirhossein D.…
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 Lspi: Heterogeneous Graph Neural Network Classification Aggregation Algorithm Based on Size Neighbor Path Identification, by Yufei Zhao et al.
LSPI: Heterogeneous Graph Neural Network Classification Aggregation Algorithm Based on Size Neighbor Path Identificationby Yufei…
Summary of Rethinking Pruning For Backdoor Mitigation: An Optimization Perspective, by Nan Li and Haiyang Yu and Ping Yi
Rethinking Pruning for Backdoor Mitigation: An Optimization Perspectiveby Nan Li, Haiyang Yu, Ping YiFirst submitted…
Summary of Enhancing Sustainable Urban Mobility Prediction with Telecom Data: a Spatio-temporal Framework Approach, by Chungyi Lin et al.
Enhancing Sustainable Urban Mobility Prediction with Telecom Data: A Spatio-Temporal Framework Approachby ChungYi Lin, Shen-Lung…