26 citations · 26 across the 2 of their papers we have counts for
2 papers
cs.LG2023
FPTN: Fast Pure Transformer Network for Traffic Flow Forecasting
Junhao Zhang, Junjie Tang, Juncheng Jin +1
Traffic flow forecasting is challenging due to the intricate spatio-temporal correlations in traffic flow data. Existing Transformer-based methods usually treat traffic flow foreca…
cs.LG2021★ 26 cited
How does Heterophily Impact the Robustness of Graph Neural Networks? Theoretical Connections and Practical Implications
Jiong Zhu, Junchen Jin, Donald Loveland +2
We bridge two research directions on graph neural networks (GNNs), by formalizing the relation between heterophily of node labels (i.e., connected nodes tend to have dissimilar lab…