Yinan Huang

1. On the Stability of Expressive Positional Encodings for Graphs
   2023/10/04 by Yinan Huang, Huang, Yinan, William W. Lu +11 · 6 citations
   Computer Science · Engineering · Materials Science · #Advanced Graph Neural Networks #Advanced Memory and Neural Computing #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning in Materials Science
2. Is Distance Matrix Enough for Geometric Deep Learning?
   2023/02/11 by Zian Li, Xiyuan Wang, Li, Zian +5 · 3 citations
   Computer Science · #Graph Theory and Algorithms #Advanced Graph Neural Networks #Data Visualization and Analytics
3. Boosting the Cycle Counting Power of Graph Neural Networks with I²-GNNs
   2022/10/22 by Yinan Huang, Xingang Peng, Huang, Yinan +5 · 2 citations
   Materials Science · Computer Science · #Machine Learning in Materials Science #Computational Drug Discovery Methods #Advanced Graph Neural Networks
4. What Can We Learn from State Space Models for Machine Learning on Graphs?
   2024/06/09 by Yinan Huang, Huang, Yinan, Siqi Miao +3 · 2 citations
   Computer Science · Engineering · #Bayesian Modeling and Causal Inference #FOS: Computer and information sciences #Fault Detection and Control Systems #Machine Learning (cs.LG)