From News to Returns: A Granger-Causal Hypergraph Transformer on the Sphere

Anoushka Harit, Zhongtian Sun, Jongmin Yu

We propose the Causal Sphere Hypergraph Transformer (CSHT), a novel architecture for interpretable financial time-series forecasting that unifies \emph{Granger-causal hypergraph st…