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Energy-Based Concept Bottleneck Models: Unifying Prediction, Concept Intervention, and Probabilistic Interpretations
3 January 2025
Xin-Chao Xu
Yi Qin
Lu Mi
Hao Wang
X. Li
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Papers citing
"Energy-Based Concept Bottleneck Models: Unifying Prediction, Concept Intervention, and Probabilistic Interpretations"
7 / 7 papers shown
Title
Leakage and Interpretability in Concept-Based Models
Enrico Parisini
Tapabrata Chakraborti
Chris Harbron
Ben D. MacArthur
Christopher R. S. Banerji
33
0
0
18 Apr 2025
Birds look like cars: Adversarial analysis of intrinsically interpretable deep learning
Hubert Baniecki
P. Biecek
AAML
78
0
0
11 Mar 2025
Concept Complement Bottleneck Model for Interpretable Medical Image Diagnosis
Hongmei Wang
Junlin Hou
Hao Chen
26
0
0
20 Oct 2024
Probabilistic Conceptual Explainers: Trustworthy Conceptual Explanations for Vision Foundation Models
Hengyi Wang
Shiwei Tan
Hao Wang
BDL
34
6
0
18 Jun 2024
Interpretable Neural-Symbolic Concept Reasoning
Pietro Barbiero
Gabriele Ciravegna
Francesco Giannini
M. Zarlenga
Lucie Charlotte Magister
Alberto Tonda
Pietro Lio'
F. Precioso
M. Jamnik
G. Marra
NAI
LRM
58
38
0
27 Apr 2023
Concept Embedding Models: Beyond the Accuracy-Explainability Trade-Off
M. Zarlenga
Pietro Barbiero
Gabriele Ciravegna
G. Marra
Francesco Giannini
...
F. Precioso
S. Melacci
Adrian Weller
Pietro Lio'
M. Jamnik
79
52
0
19 Sep 2022
Post-hoc Concept Bottleneck Models
Mert Yuksekgonul
Maggie Wang
James Y. Zou
133
185
0
31 May 2022
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