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q-bio.BM2026
PSLL: Persistent Sheaf Laplacian Learning for Protein-Ligand Binding Affinity Prediction
Mushal Zia, Benjamin Jones, Guo-Wei Wei
Accurate prediction of protein-ligand binding affinity remains a central challenge in computational drug discovery due to the complex interplay among molecular geometry, physicoche…
q-bio.BM2025
CAML: Commutative algebra machine learning -- a case study on protein-ligand binding affinity prediction
Hongsong Feng, Faisal Suwayyid, Mushal Zia +4
Recently, Suwayyid and Wei have introduced commutative algebra as an emerging paradigm for machine learning and data science. In this work, we integrate commutative algebra machine…