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Why model why? Assessing the strengths and limitations of LIME

Why model why? Assessing the strengths and limitations of LIME

30 November 2020
Jurgen Dieber
S. Kirrane
    FAtt
ArXiv (abs)PDFHTML

Papers citing "Why model why? Assessing the strengths and limitations of LIME"

23 / 23 papers shown
rCamInspector: Building Reliability and Trust on IoT (Spy) Camera Detection using XAI
rCamInspector: Building Reliability and Trust on IoT (Spy) Camera Detection using XAI
P. Chaudhary
Manan Gupta
Jabez Christopher
Putrevu Venkata Sai Charan
R. Maiti
161
0
0
12 Sep 2025
Context-Aware Visualization for Explainable AI Recommendations in Social Media: A Vision for User-Aligned Explanations
Context-Aware Visualization for Explainable AI Recommendations in Social Media: A Vision for User-Aligned Explanations
Banan Alkhateeb
Ellis Solaiman
238
2
0
01 Aug 2025
Evaluating Explanation Quality in X-IDS Using Feature Alignment Metrics
Evaluating Explanation Quality in X-IDS Using Feature Alignment MetricsARES (ARES), 2025
Mohammed Alquliti
Erisa Karafili
BooJoong Kang
XAI
357
1
0
12 May 2025
Which LIME should I trust? Concepts, Challenges, and Solutions
Which LIME should I trust? Concepts, Challenges, and Solutions
Katharina Prasse
Sascha Marton
Udo Schlegel
Christian Bartelt
FAtt
462
10
0
31 Mar 2025
From Abstract to Actionable: Pairwise Shapley Values for Explainable AI
From Abstract to Actionable: Pairwise Shapley Values for Explainable AI
Jiaxin Xu
Hung Chau
Angela Burden
TDI
468
2
0
18 Feb 2025
Coherent Local Explanations for Mathematical Optimization
Coherent Local Explanations for Mathematical Optimization
Daan Otto
Jannis Kurtz
S. Ilker Birbil
518
0
0
07 Feb 2025
Enhancing IoT Network Security through Adaptive Curriculum Learning and XAI
Enhancing IoT Network Security through Adaptive Curriculum Learning and XAI
Sathwik Narkedimilli
Sujith Makam
Amballa Venkata Sriram
Sai Prashanth Mallellu
MSVPJ Sathvik
Ranga Rao Venkatesha Prasad
245
6
0
20 Jan 2025
A Comparative Analysis of DNN-based White-Box Explainable AI Methods in Network Security
A Comparative Analysis of DNN-based White-Box Explainable AI Methods in Network SecurityEURASIP Journal on Information Security (EURASIP J. Inf. Secur.), 2025
Osvaldo Arreche
Mustafa Abdallah
AAML
471
12
0
14 Jan 2025
Explainable AI Methods for Multi-Omics Analysis: A Survey
Explainable AI Methods for Multi-Omics Analysis: A Survey
Ahmad Hussein
Mukesh Prasad
Ali Braytee
SyDa
218
6
0
15 Oct 2024
A survey and taxonomy of methods interpreting random forest models
A survey and taxonomy of methods interpreting random forest models
Maissae Haddouchi
A. Berrado
522
12
0
17 Jul 2024
A Reliable Framework for Human-in-the-Loop Anomaly Detection in Time Series
A Reliable Framework for Human-in-the-Loop Anomaly Detection in Time Series
Ziquan Deng
Xiwei Xuan
Kwan-Liu Ma
Zhaodan Kong
AI4TS
415
4
0
06 May 2024
Advancing Explainable AI Toward Human-Like Intelligence: Forging the
  Path to Artificial Brain
Advancing Explainable AI Toward Human-Like Intelligence: Forging the Path to Artificial Brain
Yongchen Zhou
Richard Jiang
366
6
0
07 Feb 2024
Risk-Aware and Explainable Framework for Ensuring Guaranteed Coverage in
  Evolving Hardware Trojan Detection
Risk-Aware and Explainable Framework for Ensuring Guaranteed Coverage in Evolving Hardware Trojan Detection
Rahul Vishwakarma
Amin Rezaei
405
9
0
14 Oct 2023
Consensus of state of the art mortality prediction models: From
  all-cause mortality to sudden death prediction
Consensus of state of the art mortality prediction models: From all-cause mortality to sudden death prediction
Yola Jones
Fani Deligianni
Jeffrey Stephen Dalton
P. Pellicori
John G. F. Cleland
OOD
318
0
0
30 Aug 2023
What's meant by explainable model: A Scoping Review
What's meant by explainable model: A Scoping Review
Mallika Mainali
Rosina O. Weber
XAI
338
1
0
18 Jul 2023
Balancing Explainability-Accuracy of Complex Models
Balancing Explainability-Accuracy of Complex Models
Poushali Sengupta
Yan Zhang
Sabita Maharjan
Frank Eliassen
230
4
0
23 May 2023
Retention Is All You Need
Retention Is All You NeedInternational Conference on Information and Knowledge Management (CIKM), 2023
Karishma Mohiuddin
Mirza Ariful Alam
Mirza Mohtashim Alam
Pascal Welke
Michael Martin
Jens Lehmann
S. Vahdati
223
37
0
06 Apr 2023
A Systematic Literature Review of Human-Centered, Ethical, and
  Responsible AI
A Systematic Literature Review of Human-Centered, Ethical, and Responsible AI
Mohammad Tahaei
Marios Constantinides
Daniele Quercia
Michael J. Muller
AI4TS
368
21
0
10 Feb 2023
Relational Local Explanations
Relational Local Explanations
V. Borisov
Gjergji Kasneci
FAtt
302
0
0
23 Dec 2022
Activity-Based Recommendations for Demand Response in Smart Sustainable
  Buildings
Activity-Based Recommendations for Demand Response in Smart Sustainable Buildings
Alona Zharova
Laura Löschmann
129
0
0
10 Dec 2022
Local Interpretable Model Agnostic Shap Explanations for machine
  learning models
Local Interpretable Model Agnostic Shap Explanations for machine learning models
P. Aditya
M. Pal
FAtt
313
13
0
10 Oct 2022
Explainable Artificial Intelligence for Pharmacovigilance: What Features
  Are Important When Predicting Adverse Outcomes?
Explainable Artificial Intelligence for Pharmacovigilance: What Features Are Important When Predicting Adverse Outcomes?
I. Ward
Ling Wang
Juan Lu
M. Bennamoun
Girish Dwivedi
Frank M. Sanfilippo
340
42
0
25 Dec 2021
Exploiting auto-encoders and segmentation methods for middle-level
  explanations of image classification systems
Exploiting auto-encoders and segmentation methods for middle-level explanations of image classification systemsKnowledge-Based Systems (KBS), 2021
Andrea Apicella
Salvatore Giugliano
Francesco Isgrò
R. Prevete
407
20
0
09 Jun 2021
1
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