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Squires, Chandler
17 publications
CLeaR
2025
Probably Approximately Correct High-Dimensional Causal Effect Estimation Given a Valid Adjustment Set
Davin Choo
,
Chandler Squires
,
Arnab Bhattacharyya
,
David Sontag
AISTATS
2025
Synthetic Potential Outcomes and Causal Mixture Identifiability
Bijan Mazaheri
,
Chandler Squires
,
Caroline Uhler
CLeaR
2025
The Landscape of Causal Discovery Data: Grounding Causal Discovery in Real-World Applications
Philippe Brouillard
,
Chandler Squires
,
Jonas Wahl
,
Konrad K"ording
,
Karen Sachs
,
Alexandre Drouin
,
Dhanya Sridhar
ICLRW
2025
The Landscape of Causal Discovery Data: Grounding Causal Discovery in Real-World Applications
Philippe Brouillard
,
Chandler Squires
,
Jonas Wahl
,
Konrad Kording
,
Karen Sachs
,
Alexandre Drouin
,
Dhanya Sridhar
CLeaR
2024
Causal Imputation for Counterfactual SCMs: Bridging Graphs and Latent Factor Models
Álvaro Ribot
,
Chandler Squires
,
Caroline Uhler
NeurIPS
2023
Identifiability Guarantees for Causal Disentanglement from Soft Interventions
Jiaqi Zhang
,
Kristjan Greenewald
,
Chandler Squires
,
Akash Srivastava
,
Karthikeyan Shanmugam
,
Caroline Uhler
ICML
2023
Linear Causal Disentanglement via Interventions
Chandler Squires
,
Anna Seigal
,
Salil S Bhate
,
Caroline Uhler
NeurIPS
2023
Unpaired Multi-Domain Causal Representation Learning
Nils Sturma
,
Chandler Squires
,
Mathias Drton
,
Caroline Uhler
CLeaR
2022
Causal Imputation via Synthetic Interventions
Chandler Squires
,
Dennis Shen
,
Anish Agarwal
,
Devavrat Shah
,
Caroline Uhler
CLeaR
2022
Causal Structure Discovery Between Clusters of Nodes Induced by Latent Factors
Chandler Squires
,
Annie Yun
,
Eshaan Nichani
,
Raj Agrawal
,
Caroline Uhler
NeurIPS
2021
Matching a Desired Causal State via Shift Interventions
Jiaqi Zhang
,
Chandler Squires
,
Caroline Uhler
NeurIPS
2020
Active Structure Learning of Causal DAGs via Directed Clique Trees
Chandler Squires
,
Sara Magliacane
,
Kristjan Greenewald
,
Dmitriy Katz
,
Murat Kocaoglu
,
Karthikeyan Shanmugam
AISTATS
2020
Ordering-Based Causal Structure Learning in the Presence of Latent Variables
Daniel Bernstein
,
Basil Saeed
,
Chandler Squires
,
Caroline Uhler
UAI
2020
Permutation-Based Causal Structure Learning with Unknown Intervention Targets
Chandler Squires
,
Yuhao Wang
,
Caroline Uhler
AISTATS
2019
ABCD-Strategy: Budgeted Experimental Design for Targeted Causal Structure Discovery
Raj Agrawal
,
Chandler Squires
,
Karren Yang
,
Karthikeyan Shanmugam
,
Caroline Uhler
AISTATS
2019
Size of Interventional Markov Equivalence Classes in Random DAG Models
Dmitriy Katz
,
Karthikeyan Shanmugam
,
Chandler Squires
,
Caroline Uhler
NeurIPS
2018
Direct Estimation of Differences in Causal Graphs
Yuhao Wang
,
Chandler Squires
,
Anastasiya Belyaeva
,
Caroline Uhler