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Chandler Squires
,
Anna Seigal
,
Salil Bhate
,
Caroline Uhler
(2023).
Linear Causal Disentanglement via Interventions
. ICML 2023.
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Jiaqi Zhang
,
Chandler Squires
,
Kristjan Greenewald
,
Akash Srivastava
,
Karthikeyan Shanmugam
,
Caroline Uhler
(2023).
Identifiability Guarantees for Causal Disentanglement from Soft Interventions
.
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Nils Sturma
,
Chandler Squires
,
Mathias Drton
,
Caroline Uhler
(2023).
Unpaired Multi-Domain Causal Representation Learning
.
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Jiaqi Zhang
,
Louis Cammarata
,
Chandler Squires
,
Themistoklis Sapsis
,
Caroline Uhler
(2022).
Active Learning for Optimal Intervention Design in Causal Models
.
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Chandler Squires
,
Caroline Uhler
(2022).
Causal Structure Learning: a Combinatorial Perspective
. JoFCM 2022.
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Chandler Squires
,
Annie Yun
,
Eshaan Nichani
,
Raj Agrawal
,
Caroline Uhler
(2022).
Causal Structure Discovery between Clusters of Nodes Induced by Latent Factors
. CLeaR 2022.
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Chandler Squires
,
Dennis Shen
,
Anish Agarwal
,
Devavrat Shah
,
Caroline Uhler
(2022).
Causal Imputation via Synthetic Interventions
. CLeaR 2022.
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Michael Truell
,
Jan-Christian Hutter
,
Chandler Squires
,
Piotr Zwiernik
,
Caroline Uhler
(2021).
Maximum Likelihood Estimation for Brownian Motion Tree Models Based on One Sample
.
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Jiaqi Zhang
,
Chandler Squires
,
Caroline Uhler
(2021).
Matching a Desired Causal State via Shift Interventions
. NeurIPS 2021.
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Raj Agrawal
,
Chandler Squires
,
Neha Prasad
,
Caroline Uhler
(2021).
The DeCAMFounder: Non-Linear Causal Discovery in the Presence of Hidden Variables
.
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Anastasiya Belyaeva
,
Louis Cammarate
,
Adityanarayanan Radhakrishnan
,
Chandler Squires
,
Karren Dai Yang
,
G.V. Shivashankar
,
Caroline Uhler
(2021).
Causal network models of SARS-CoV-2 expression and aging to identify candidates for drug repurposing
. Nature Communications.
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Chandler Squires
,
Joshua Amaniampong
,
Caroline Uhler
(2020).
Efficient Permutation Discovery in Causal DAGs
.
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Chandler Squires
,
Sara Magliacane
,
Kristjan Greenwald
,
Dmitriy Katz
,
Murat Kocaoglu
,
Karthikeyan Shanmugam
(2020).
Active Structure Learning of Causal DAGs via Directed Clique Trees
. NeurIPS 2020.
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Chandler Squires
,
Yuhao Wang
,
Caroline Uhler
(2019).
Permutation-Based Causal Structure Learning with Unknown Intervention Targets
. UAI 2020.
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Code
Daniel Bernstein
,
Basil Saeed
,
Chandler Squires
,
Caroline Uhler
(2019).
Ordering-Based Causal Structure Learning in the Presence of Latent Variables
. AISTATS 2020.
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Code
Dmitriy Katz
,
Karthikeyan Shannmugan
,
Chandler Squires
,
Caroline Uhler
(2019).
Size of Interventional Markov Equivalence Classes in Random DAG Models
. ICML 2019.
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Code
Raj Agrawal
,
Chandler Squires
,
Karren Yang
,
Karthikeyan Shanmugan
,
Caroline Uhler
(2019).
ABCD-Strategy: Budgeted Experimental Design for Targeted Causal Structure Discovery
. ICML 2019.
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Code
Yuhao Wang
,
Chandler Squires
,
Anastasiya Belyaeva
,
Caroline Uhler
(2018).
Direct Estimation of Differences in Causal Graphs
. NeurIPS 2018.
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