Discriminative Feature Attributions: Bridging Post Hoc Explainability
and Inherent Interpretability

Discriminative Feature Attributions: Bridging Post Hoc Explainability and Inherent Interpretability

27 July 2023

Himabindu Lakkaraju

Papers citing "Discriminative Feature Attributions: Bridging Post Hoc Explainability and Inherent Interpretability"

6 / 6 papers shown

Title
From Pixels to Perception: Interpretable Predictions via Instance-wise Grouped Feature Selection Moritz Vandenhirtz Julia E. Vogt 26 0 0 09 May 2025
Comprehensive Attribution: Inherently Explainable Vision Model with Feature Detector Xianren Zhang Dongwon Lee Suhang Wang VLM FAtt 40 3 0 27 Jul 2024
Inpainting the Gaps: A Novel Framework for Evaluating Explanation Methods in Vision Transformers Lokesh Badisa Sumohana S. Channappayya 35 0 0 17 Jun 2024
An Unsupervised Approach to Achieve Supervised-Level Explainability in Healthcare Records Joakim Edin Maria Maistro Lars Maaløe Lasse Borgholt Jakob Drachmann Havtorn Tuukka Ruotsalo FAtt 27 2 0 13 Jun 2024
How Well Do Feature-Additive Explainers Explain Feature-Additive Predictors? Zachariah Carmichael Walter J. Scheirer FAtt 25 4 0 27 Oct 2023
Have We Learned to Explain?: How Interpretability Methods Can Learn to Encode Predictions in their Interpretations N. Jethani Mukund Sudarshan Yindalon Aphinyanagphongs Rajesh Ranganath FAtt 78 70 0 02 Mar 2021