Self-Explaining Hypergraph Neural Networks for Diagnosis Prediction.#1033
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nmuralikrishnan wants to merge 4 commits intosunlabuiuc:masterfrom
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Self-Explaining Hypergraph Neural Networks for Diagnosis Prediction.#1033nmuralikrishnan wants to merge 4 commits intosunlabuiuc:masterfrom
nmuralikrishnan wants to merge 4 commits intosunlabuiuc:masterfrom
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…is Prediction Implements the SHy model from Yu et al. (CHIL 2025) as a PyHealth BaseModel. SHy uses per-patient hypergraphs with UniGIN message passing and temporal phenotype extraction for interpretable diagnosis prediction. Paper: https://proceedings.mlr.press/v287/yu25a.html Files added/modified: - pyhealth/models/shy.py: Core model implementation - pyhealth/models/__init__.py: Added SHy export - tests/core/test_shy.py: Functional test verifying model trains - docs/api/models/pyhealth.models.SHy.rst: Documentation - docs/api/models.rst: Added to index - examples/mimic3_diagnosis_prediction_shy.py: Ablation study
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PR description must include all of the following:
pyhealth/models/shy.py— Core model implementation (SHy, SHyLayer, all subcomponents)pyhealth/models/__init__.py— Added SHy exporttests/core/test_shy.py— 15 unit tests with synthetic datadocs/api/models/pyhealth.models.SHy.rst— RST autodocdocs/api/models.rst— Added SHy to indexexamples/mimic3_diagnosis_prediction_shy.py— Ablation study script