3 papers
cs.LG2026
TimeSliver : Symbolic-Linear Decomposition for Explainable Time Series Classification
Akash Pandey, Payal Mohapatra, Wei Chen +2
Identifying the extent to which every temporal segment influences a model's predictions is essential for explaining model decisions and increasing transparency. While post-hoc expl…
cond-mat.soft2025
Membrane Charge Effects on Solute Transport in Polyamide Membranes
Suwei Liu, Zi Hao Foo, John H. Lienhard +2
Polyamide membranes, such as nanofiltration (NF) and reverse osmosis (RO) membranes, are widely used for water desalination and purification. However, the mechanisms of solute tran…
q-bio.BM2025
COLOR: A compositional linear operation-based representation of protein sequences for identification of monomer contributions to properties
Akash Pandey, Wei Chen, Sinan Keten
The properties of biological materials like proteins and nucleic acids are largely determined by their primary sequence. While certain segments in the sequence strongly influence s…