In this work, authors show that while previous Drug-Target Interaction prediction studies attribute biased predictions to drug bias, they reveal target prior bias as the key issue arising from imbalanced training data. They develop TAPB which is a debiasing framework that mitigates target prior bias via causal debiasing, achieving stronger generalization and interpretability.
- Gaoming Lin
- Xin Zhang
- Yijie Ding
