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q-bio.QM2026
-adic Bi-Filtrations for Topological Machine Learning on Genomic Sequences
Tirtharaj Dash, Gunja Sachdeva
We introduce pVR, a topological machine learning framework for alignment-free genomic sequence classification that combines -adic numbers with topological data analysis. Each DN…
cs.LG2026
BIRDNet: Mining and Encoding Boolean Implication Knowledge Graphs as Interpretable Deep Neural Networks
Tirtharaj Dash
Tabular data in knowledge-rich domains often carries a latent prior in the form of Boolean implication relationships (BIRs) between pairs of features. We mine such relationships wi…