Hongchul Shin

Quantum-Enhanced Transfer Learning for IDR Binding Partner Prediction.

A hybrid quantum-classical machine learning approach that combines variational quantum circuits with the ESM2 protein language model for multi-class IDR binding partner prediction using a prototypical network is presented, establishing that quantum advantage in computational biology emerges from architectural design principles rather than computational scale.