Yinan Huang
5 papers · 2022–2025 · 3 venues · across top CS/AI venues
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Achievements
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Conference Polyglot ยท Bronze
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Hot Topic Early Bird
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The Questioner
(2)
Venues
Top co-authors
Research topics
Keywords
graph neural network
(4)
message passing neural network
(2)
positional encoding
(2)
molecular property prediction
(2)
graph transformer
(1)
molecular graph
(1)
drug design
(1)
molecular design
(1)
molecular generation
(1)
equivariant learning
(1)
stability guarantee
(1)
graph expressivity
(1)
cycle counting
(1)
magnetic laplacian
(1)
universal function approximator
(1)
geometric deep learning
(1)
walk profile
(1)
directed graph
(1)
spectral method
(1)
variational autoencoder
(1)
Papers
What Are Good Positional Encodings for Directed Graphs?
ICLR 2025
On the Stability of Expressive Positional Encodings for Graphs
ICLR 2024
Boosting the Cycle Counting Power of Graph Neural Networks with I$^2$-GNNs
ICLR 2023
Is Distance Matrix Enough for Geometric Deep Learning?
NeurIPS 2023
3DLinker: An E(3) Equivariant Variational Autoencoder for Molecular Linker Design
ICML 2022