Linear Lens: A Human-Centered, Non-Interventional Mechanistic Approach to Explainable AI

Overview

Introduces a non-interventional framework for tracing predictive information through neural networks and translating internal representations into human-centered evidence.

Research context

This work contributes to Interpretability. The publication record above is the authoritative source for its current status; accepted papers will be updated when final bibliographic metadata becomes public.

@article{LinearLens2026,
  title = {Linear Lens: A Human-Centered, Non-Interventional Mechanistic Approach to Explainable AI},
  author = {M. U. Danish, M. Aziz, U. Rehman,, K. Grolinger},
  year = {2026},
  journal = {Machine Learning with Applications},
  doi = {10.1016/j.mlwa.2026.100897}
}