GNNAnatomy: Systematic Generation and Evaluation of Multi-Level Explanations for Graph Neural Networksby Hsiao-Ying Lu, Yiran…
On the Expressive Power of Spectral Invariant Graph Neural Networksby Bohang Zhang, Lingxiao Zhao, Haggai…
Energy-based Epistemic Uncertainty for Graph Neural Networksby Dominik Fuchsgruber, Tom Wollschläger, Stephan GünnemannFirst submitted to…
Talos: A More Effective and Efficient Adversarial Defense for GNN Models Based on the Global…
Decision-focused Graph Neural Networks for Combinatorial Optimizationby Yang Liu, Chuan Zhou, Peng Zhang, Shirui Pan,…
Learning Long Range Dependencies on Graphs via Random Walksby Dexiong Chen, Till Hendrik Schulz, Karsten…
Are Your Models Still Fair? Fairness Attacks on Graph Neural Networks via Node Injectionsby Zihan…
GraphAlign: Pretraining One Graph Neural Network on Multiple Graphs via Feature Alignmentby Zhenyu Hou, Haozhan…
Hyperbolic Benchmarking Unveils Network Topology-Feature Relationship in GNN Performanceby Roya Aliakbarisani, Robert Jankowski, M. Ángeles…
Bayesian Mesh Optimization for Graph Neural Networks to Enhance Engineering Performance Predictionby Jangseop Park, Namwoo…