Pietro Liò

Hypergraph attention can be made more robust and expressive by decoupling learned weights from structural priors and allowing non-competitive information flow.

Naive retrieval hurts performance when predicting cellular responses to gene perturbations, but a differentiable, cell-type-aware retrieval mechanism like PT-RAG significantly boosts accuracy.