Active Structure Learning of Causal DAGs via Directed Clique Tree

Active Structure Learning of Causal DAGs via Directed Clique Tree

1 November 2020

Sara Magliacane

Kristjan Greenewald

Dmitriy A. Katz

Murat Kocaoglu

Karthikeyan Shanmugam

Papers citing "Active Structure Learning of Causal DAGs via Directed Clique Tree"

10 / 10 papers shown

Title
Adaptive Online Experimental Design for Causal Discovery Muhammad Qasim Elahi Lai Wei Murat Kocaoglu Mahsa Ghasemi CML 36 1 0 19 May 2024
Causal Bandits without Graph Learning Mikhail Konobeev Jalal Etesami Negar Kiyavash CML 9 8 0 26 Jan 2023
$Trust Your $\nabla$: Gradient-based Intervention Targeting for Causal Discovery$ Trust Your $\nabla$ : Gradient-based Intervention Targeting for Causal Discovery Mateusz Olko Michal Zajac A. Nowak Nino Scherrer Yashas Annadani Stefan Bauer Lukasz Kucinski Piotr Milos CML 22 2 0 24 Nov 2022
Polynomial-Time Algorithms for Counting and Sampling Markov Equivalent DAGs with Applications Marcel Wienöbst Max Bannach Maciej Liskiewicz 16 9 0 05 May 2022
Interventions, Where and How? Experimental Design for Causal Models at Scale P. Tigas Yashas Annadani Andrew Jesson Bernhard Schölkopf Y. Gal Stefan Bauer CML 24 48 0 03 Mar 2022
Universal Lower Bound for Learning Causal DAGs with Atomic Interventions Vibhor Porwal P. Srivastava Gaurav Sinha CML 17 2 0 09 Nov 2021
Active-LATHE: An Active Learning Algorithm for Boosting the Error Exponent for Learning Homogeneous Ising Trees Fengzhuo Zhang Anshoo Tandon Vincent Y. F. Tan 14 1 0 27 Oct 2021
Learning Neural Causal Models with Active Interventions Nino Scherrer O. Bilaniuk Yashas Annadani Anirudh Goyal Patrick Schwab Bernhard Schölkopf Michael C. Mozer Yoshua Bengio Stefan Bauer Nan Rosemary Ke CML 26 42 0 06 Sep 2021
Efficient Online Estimation of Causal Effects by Deciding What to Observe Shantanu Gupta Zachary Chase Lipton David Benjamin Childers CML 24 18 0 20 Aug 2021
Causal Inference and Causal Explanation with Background Knowledge Christopher Meek CML 216 626 0 20 Feb 2013