Huang, Yinan

1. On the Stability of Expressive Positional Encodings for Graphs
   2023/10/04 by Yinan Huang, William W. Lu, Huang, Yinan +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, Li, Zian, Xiyuan Wang +5 · 3 citations
   Computer Science · #Graph Theory and Algorithms #Advanced Graph Neural Networks #Data Visualization and Analytics
3. 3DLinker: An E(3) Equivariant Variational Autoencoder for Molecular Linker Design
   2022/05/15 by Huang, Yinan, Peng, Xingang, Ma, Jianzhu +1 · 2 citations
   #Artificial Intelligence (cs.AI) #Biomolecules (q-bio.BM) #FOS: Biological sciences #FOS: Computer and information sciences #Machine Learning (cs.LG)
4. Boosting the Cycle Counting Power of Graph Neural Networks with I²-GNNs
   2022/10/22 by Yinan Huang, Huang, Yinan, Xingang Peng +5 · 2 citations
   Materials Science · Computer Science · #Machine Learning in Materials Science #Computational Drug Discovery Methods #Advanced Graph Neural Networks
5. What Can We Learn from State Space Models for Machine Learning on Graphs?
   2024/06/09 by Yinan Huang, Siqi Miao, Huang, Yinan +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)
6. What Are Good Positional Encodings for Directed Graphs?
   2024/07/30 by Huang, Yinan, Wang, Haoyu, Li, Pan · 1 citation
   #FOS: Computer and information sciences #Machine Learning (cs.LG)