Xiaowen Dong

3 papers Oxford

• On Vanishing Gradients, Over-Smoothing, and Over-Squashing in GNNs: Bridging Recurrent and Graph Learning
• On the Stability of Graph Convolutional Neural Networks: A Probabilistic Perspective
• Return of ChebNet: Understanding and Improving an Overlooked GNN on Long Range Tasks