Identifying the Source of Vulnerability in Explanation Discrepancy: A Case Study in Neural Text Classification

Ruixuan Tang, Hanjie Chen, Yangfeng Ji

Some recent works observed the instability of post-hoc explanations when input side perturbations are applied to the model. This raises the interest and concern in the stability of…