We believe it is possible that this slower convergence is due to the spurious structures issue in mention hypergraphs, which causes the objective function to be more complex to optimize.
some further analyses on the convergence issue and the impact of different ways of exploiting features (over different hyperedges) for the hypergraph-based models are needed.