SlotSPE is a slot-attention framework that decomposes multimodal cancer data into structural prognostic event slots to improve survival prediction and interpretability.
For genomics, slot embeddingsS g are decoded to approximate the original pathway embeddingsX g, guided by the positional embeddings Qg (Eq
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Structural Prognostic Event Modeling for Multimodal Cancer Survival Analysis
SlotSPE is a slot-attention framework that decomposes multimodal cancer data into structural prognostic event slots to improve survival prediction and interpretability.