3 papers
cs.LG2025
PAC-Bayesian Generalization Bounds for Graph Convolutional Networks on Inductive Node Classification
Huayi Tang, Yong Liu
Graph neural networks (GNNs) have achieved remarkable success in processing graph-structured data across various applications. A critical aspect of real-world graphs is their dynam…
cs.LG2025
Understanding Model Ensemble in Transferable Adversarial Attack
Wei Yao, Zeliang Zhang, Huayi Tang +1
Model ensemble adversarial attack has become a powerful method for generating transferable adversarial examples that can target even unknown models, but its theoretical foundation…
cs.LG2025
Information-Theoretic Generalization Bounds for Transductive Learning and its Applications
Huayi Tang, Yong Liu
In this paper, we establish generalization bounds for transductive learning algorithms in the context of information theory and PAC-Bayes, covering both the random sampling and the…