A particle-dynamics-based hypergraph message passing framework (HAMP) is proposed, with first- and second-order variants, an anti-over-smoothing guarantee, and strong empirical results on heterophilic node classification.
Collective dynamics of opposing groups with stochastic communica- tion.Vietnam Journal of Mathematics, 49:619–636, 2021
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
citation-role summary
background 1
citation-polarity summary
fields
cs.LG 1years
2025 1verdicts
REJECT 1roles
background 1polarities
background 1representative citing papers
citing papers explorer
-
How Particle System Theory Enhances Hypergraph Message Passing
A particle-dynamics-based hypergraph message passing framework (HAMP) is proposed, with first- and second-order variants, an anti-over-smoothing guarantee, and strong empirical results on heterophilic node classification.