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Explaining the root causes of unit-level changes

Explaining the root causes of unit-level changes

26 June 2022
Kailash Budhathoki
George Michailidis
Dominik Janzing
    FAtt
ArXiv (abs)PDFHTML

Papers citing "Explaining the root causes of unit-level changes"

5 / 5 papers shown
Title
Robust Root Cause Diagnosis using In-Distribution Interventions
Robust Root Cause Diagnosis using In-Distribution InterventionsInternational Conference on Learning Representations (ICLR), 2025
Lokesh Nagalapatti
Ashutosh Srivastava
Sunita Sarawagi
Amit Sharma
193
0
0
02 May 2025
Counterfactual-based Root Cause Analysis for Dynamical Systems
Counterfactual-based Root Cause Analysis for Dynamical Systems
Juliane Weilbach
S. Gerwinn
Karim Barsim
Martin Fränzle
190
1
0
12 Jun 2024
Sample-Specific Root Causal Inference with Latent Variables
Sample-Specific Root Causal Inference with Latent VariablesCLEaR (CLEaR), 2022
Eric V. Strobl
Thomas A. Lasko
CML
159
9
0
27 Oct 2022
DoWhy-GCM: An extension of DoWhy for causal inference in graphical
  causal models
DoWhy-GCM: An extension of DoWhy for causal inference in graphical causal modelsJournal of machine learning research (JMLR), 2022
Patrick Blobaum
P. Götz
Kailash Budhathoki
Atalanti A. Mastakouri
Dominik Janzing
129
76
0
14 Jun 2022
"Why Should I Trust You?": Explaining the Predictions of Any Classifier
"Why Should I Trust You?": Explaining the Predictions of Any Classifier
Marco Tulio Ribeiro
Sameer Singh
Carlos Guestrin
FAttFaML
2.2K
19,454
0
16 Feb 2016
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