Jonathan Herrera Vasquez

A framework for rigorous evaluation of model-agnostic explainability methods: multi-metric statistical benchmarking, operational protocol, and reproducibility

A modular benchmarking framework centered on quantitative XAI quality metrics: fidelity, stability, sparsity, computational cost, and faithfulness gap, plus an explicit method for operating the framework end-to-end is presented, plus an explicit method for operating the framework end-to-end.