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Motif-guided Time Series Counterfactual Explanations
8 November 2022
Peiyu Li
S. F. Boubrahimi
S. M. Hamdi
AI4TS
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Papers citing
"Motif-guided Time Series Counterfactual Explanations"
7 / 7 papers shown
Title
M-CELS: Counterfactual Explanation for Multivariate Time Series Data Guided by Learned Saliency Maps
Peiyu Li
O. Bahri
S. F. Boubrahimi
S. M. Hamdi
AI4TS
74
1
0
04 Nov 2024
Info-CELS: Informative Saliency Map Guided Counterfactual Explanation
Peiyu Li
O. Bahri
Pouya Hosseinzadeh
S. F. Boubrahimi
S. M. Hamdi
CML
LRM
136
1
0
27 Oct 2024
Benchmarking Counterfactual Interpretability in Deep Learning Models for Time Series Classification
Ziwen Kan
Shahbaz Rezaei
Xin Liu
BDL
AI4TS
66
0
0
22 Aug 2024
CausalConceptTS: Causal Attributions for Time Series Classification using High Fidelity Diffusion Models
Juan Miguel Lopez Alcaraz
Nils Strodthoff
DiffM
AI4TS
CML
67
3
0
24 May 2024
Shapelet-based Model-agnostic Counterfactual Local Explanations for Time Series Classification
Qi Huang
Wei Chen
Thomas Bäck
Niki van Stein
AI4TS
48
3
0
02 Feb 2024
Towards Explainable Land Cover Mapping: a Counterfactual-based Strategy
C. Dantas
Diego Marcos
Dino Ienco
AAML
GAN
65
0
0
04 Jan 2023
"Why Should I Trust You?": Explaining the Predictions of Any Classifier
Marco Tulio Ribeiro
Sameer Singh
Carlos Guestrin
FAtt
FaML
1.4K
17,428
0
16 Feb 2016
1