Causal Effect Identification in Cluster DAGs

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Causal Effect Identification in Cluster DAGs

22 February 2022

Tarandeep Anand

Elias Bareinboim

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Papers citing "Causal Effect Identification in Cluster DAGs"

12 / 12 papers shown

Title
Complete Characterization for Adjustment in Summary Causal Graphs of Time Series Clément Yvernes Emilie Devijver Éric Gaussier CML 36 1 0 17 Jun 2025
Nonlinear Causal Discovery for Grouped Data Konstantin Göbler Tobias Windisch Mathias Drton CML 100 0 0 05 Jun 2025
Causal DAG Summarization (Full Version) Anna Zeng Michael Cafarella Batya Kenig Markos Markakis Brit Youngmann Babak Salimi CML 57 2 0 21 Apr 2025
On the Identifiability of Causal Abstractions Xiusi Li Sékou-Oumar Kaba Siamak Ravanbakhsh CML 113 0 0 13 Mar 2025
Your Assumed DAG is Wrong and Here's How To Deal With It Kirtan Padh Zhufeng Li Cecilia Casolo Niki Kilbertus CML 111 0 0 24 Feb 2025
What is causal about causal models and representations? Frederik Hytting Jørgensen Luigi Gresele S. Weichwald CML 249 0 0 31 Jan 2025
Learning Causal Abstractions of Linear Structural Causal Models Riccardo Massidda Sara Magliacane Davide Bacciu CML 95 3 0 01 Jun 2024
Causally Abstracted Multi-armed Bandits Fabio Massimo Zennaro Nicholas Bishop Joel Dyer Yorgos Felekis Anisoara Calinescu Michael Wooldridge Theodoros Damoulas 80 3 0 26 Apr 2024
Bounds on Representation-Induced Confounding Bias for Treatment Effect Estimation Valentyn Melnychuk Dennis Frauen Stefan Feuerriegel CML 97 10 0 19 Nov 2023
Identifiability of total effects from abstractions of time series causal graphs Charles K. Assaad Emilie Devijver Éric Gaussier Gregor Gössler Anouar Meynaoui CML 69 7 0 23 Oct 2023
Foundations of Causal Discovery on Groups of Variables Jonas Wahl Urmi Ninad Jakob Runge CML 81 11 0 12 Jun 2023
A Causal Framework for Decomposing Spurious Variations Drago Plečko Elias Bareinboim CML 38 2 0 08 Jun 2023