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On the Concept Trustworthiness in Concept Bottleneck Models

On the Concept Trustworthiness in Concept Bottleneck Models

21 March 2024
Qihan Huang
Jie Song
Jingwen Hu
Haofei Zhang
Yong Wang
Mingli Song
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Papers citing "On the Concept Trustworthiness in Concept Bottleneck Models"

7 / 7 papers shown
Title
From Pixels to Perception: Interpretable Predictions via Instance-wise Grouped Feature Selection
From Pixels to Perception: Interpretable Predictions via Instance-wise Grouped Feature Selection
Moritz Vandenhirtz
Julia E. Vogt
38
0
0
09 May 2025
Leakage and Interpretability in Concept-Based Models
Leakage and Interpretability in Concept-Based Models
Enrico Parisini
Tapabrata Chakraborti
Chris Harbron
Ben D. MacArthur
Christopher R. S. Banerji
40
0
0
18 Apr 2025
Interpretable Image Classification via Non-parametric Part Prototype Learning
Zhijie Zhu
Lei Fan
M. Pagnucco
Yang Song
41
0
0
13 Mar 2025
LG-CAV: Train Any Concept Activation Vector with Language Guidance
LG-CAV: Train Any Concept Activation Vector with Language Guidance
Qihan Huang
Jie Song
Mengqi Xue
H. Zhang
Bingde Hu
Huiqiong Wang
Hao Jiang
Xingen Wang
Xiuming Zhang
VLM
29
0
0
14 Oct 2024
Conceptual Learning via Embedding Approximations for Reinforcing
  Interpretability and Transparency
Conceptual Learning via Embedding Approximations for Reinforcing Interpretability and Transparency
Maor Dikter
Tsachi Blau
Chaim Baskin
41
0
0
13 Jun 2024
Can we Constrain Concept Bottleneck Models to Learn Semantically
  Meaningful Input Features?
Can we Constrain Concept Bottleneck Models to Learn Semantically Meaningful Input Features?
Jack Furby
Daniel Cunnington
Dave Braines
Alun D. Preece
35
3
0
01 Feb 2024
Interpretable Image Classification with Differentiable Prototypes
  Assignment
Interpretable Image Classification with Differentiable Prototypes Assignment
Dawid Rymarczyk
Lukasz Struski
Michal Górszczak
K. Lewandowska
Jacek Tabor
Bartosz Zieliñski
34
99
0
06 Dec 2021
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