E. Chulkov

From Small Data to High Capacity: Symbolic Learning of Sodium-Ion Cathode Materials.

Data-driven discovery of sodium-ion cathodes is often limited by small data sets and the poor interpretability of graph neural networks (GNNs). Here, we developed Symbol_ETR, an interpretable framework combining symbolic regression with ensemble learning. By constructing explicit nonlinear descriptors, symbolic regress...