Control the GNN: Utilizing Neural Controller with Lyapunov Stability for Test-Time Feature Reconstructionby Jielong Yang,…
GETS: Ensemble Temperature Scaling for Calibration in Graph Neural Networksby Dingyi Zhuang, Chonghe Jiang, Yunhan…
Predicting Drug Effects from High-Dimensional, Asymmetric Drug Datasets by Using Graph Neural Networks: A Comprehensive…
When Graph meets Multimodal: Benchmarking and Meditating on Multimodal Attributed Graphs Learningby Hao Yan, Chaozhuo…
Enhancing GNNs with Architecture-Agnostic Graph Transformations: A Systematic Analysisby Zhifei Li, Gerrit Großmann, Verena WolfFirst…
IGNN-Solver: A Graph Neural Solver for Implicit Graph Neural Networksby Junchao Lin, Zenan Ling, Zhanbo…
Heterogeneous Graph Auto-Encoder for CreditCard Fraud Detectionby Moirangthem Tiken Singh, Rabinder Kumar Prasad, Gurumayum Robert…
Let’s Ask GNN: Empowering Large Language Model for Graph In-Context Learningby Zhengyu Hu, Yichuan Li,…
DLGNet: Hyperedge Classification through Directed Line Graphs for Chemical Reactionsby Stefano Fiorini, Giulia M. Bovolenta,…
Matcha: Mitigating Graph Structure Shifts with Test-Time Adaptationby Wenxuan Bao, Zhichen Zeng, Zhining Liu, Hanghang…