Beyond Linear Surrogates: High-Fidelity Local Explanations for Black-Box Models

Sanjeev Shrestha, Rahul Dubey, Hui Liu

With the increasing complexity of black-box machine learning models and their adoption in high-stakes areas, it is critical to provide explanations for their predictions. Existing…