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1. BioPrior BioPrior Public

   Biology-informed regularization and a perturbation-based saliency faithfulness protocol for siRNA efficacy prediction.

   Python 2

2. ULTRA-AIR ULTRA-AIR Public

   Official code for ULTRA-AIR (IEEE BSN 2024): YOLOv9 airway landmark detection in neck ultrasound with GMM-based uncertainty reliability check.

   Jupyter Notebook

3. REPRESENTABLE-BUT-UNLEARNED REPRESENTABLE-BUT-UNLEARNED Public

   Code and analyses for "Representable but Unlearned: Encoding Rank and the Interaction-Prediction Floor." Exact diagnostics of encoding rank and empirical error floors for measured contrasts, evalua…

   Python

4. SAME-BEHAVIOUR-DIFFERENT-CAUSAL-ROUTE SAME-BEHAVIOUR-DIFFERENT-CAUSAL-ROUTE Public

   Code and experiments for post-convergence steering in recurrent–attention hybrids, studying when causal reliance can shift from attention retrieval to recurrence while preserving task accuracy.

   Jupyter Notebook 1 1

5. CERTGNN CERTGNN Public

   Research on faithful GNN explanations and attribution reliability in genotype–phenotype models, with conformal calibration and reproducible splicing experiments.

   Python

6. One-Pool-Many-Targets One-Pool-Many-Targets Public

   Code, experiments, and results for “One pool, many targets: a conservation layer and what archival data can identify,” accepted at the GEM Bio Workshop at NeurIPS 2026.

   Python