Visual Evaluative AI: A Hypothesis-Driven Tool with Concept-Based Explanations and Weight of Evidence

Visual Evaluative AI: A Hypothesis-Driven Tool with Concept-Based Explanations and Weight of Evidence

13 May 2024

Papers citing "Visual Evaluative AI: A Hypothesis-Driven Tool with Concept-Based Explanations and Weight of Evidence"

10 / 10 papers shown

Title
Towards the New XAI: A Hypothesis-Driven Approach to Decision Support Using Evidence Thao Le Tim Miller L. Sonenberg Ronal Singh 38 4 0 02 Feb 2024
Towards Trustable Skin Cancer Diagnosis via Rewriting Model's Decision Siyuan Yan Zhen Yu Xuelin Zhang Dwarikanath Mahapatra Shekhar S. Chandra Monika Janda Peter Soyer Z. Ge 58 26 0 02 Mar 2023
Explainable AI is Dead, Long Live Explainable AI! Hypothesis-driven decision support Tim Miller 69 126 0 24 Feb 2023
Post-hoc Concept Bottleneck Models Mert Yuksekgonul Maggie Wang James Zou 203 194 0 31 May 2022
From Human Explanation to Model Interpretability: A Framework Based on Weight of Evidence David Alvarez-Melis Harmanpreet Kaur Hal Daumé Hanna M. Wallach Jennifer Wortman Vaughan FAtt 82 30 0 27 Apr 2021
Invertible Concept-based Explanations for CNN Models with Non-negative Concept Activation Vectors Ruihan Zhang Prashan Madumal Tim Miller Krista A. Ehinger Benjamin I. P. Rubinstein FAtt 53 103 0 27 Jun 2020
Does the Whole Exceed its Parts? The Effect of AI Explanations on Complementary Team Performance Gagan Bansal Tongshuang Wu Joyce Zhou Raymond Fok Besmira Nushi Ece Kamar Marco Tulio Ribeiro Daniel S. Weld 70 595 0 26 Jun 2020
Interpretability Beyond Feature Attribution: Quantitative Testing with Concept Activation Vectors (TCAV) Been Kim Martin Wattenberg Justin Gilmer Carrie J. Cai James Wexler F. Viégas Rory Sayres FAtt 211 1,837 0 30 Nov 2017
Aggregated Residual Transformations for Deep Neural Networks Saining Xie Ross B. Girshick Piotr Dollár Zhuowen Tu Kaiming He 503 10,318 0 16 Nov 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.2K 193,814 0 10 Dec 2015