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