Task-aligned supervised geometric stability predicts linear steerability with high accuracy while unsupervised stability detects representational drift earlier and with lower false alarms than CKA or Procrustes.
Expression and regulation of C/EBP饾浖in normal myelopoiesis and in malignant transformation
2 Pith papers cite this work, alongside 163 external citations. Polarity classification is still indexing.
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Shesha perturbation stability Sp measures directional coherence of single-cell CRISPR shifts and predicts UPR stress and directional reproducibility beyond magnitude and Song et al.'s PS.
citing papers explorer
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The Geometric Canary: Predicting Steerability and Detecting Drift via Representational Stability
Task-aligned supervised geometric stability predicts linear steerability with high accuracy while unsupervised stability detects representational drift earlier and with lower false alarms than CKA or Procrustes.
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Geometric coherence of single-cell CRISPR perturbations reveals regulatory architecture and predicts cellular stress
Shesha perturbation stability Sp measures directional coherence of single-cell CRISPR shifts and predicts UPR stress and directional reproducibility beyond magnitude and Song et al.'s PS.