Poster "treatment effect estimation" Papers

14 papers found

Adaptive Data-Borrowing for Improving Treatment Effect Estimation using External Controls

Qinwei Yang, Jingyi Li, Peng Wu

NEURIPS 2025arXiv:2508.03282

Causal Graph Transformer for Treatment Effect Estimation Under Unknown Interference

Anpeng Wu, Haiyi Qiu, Zhengming Chen et al.

ICLR 2025
3
citations

Coupling Generative Modeling and an Autoencoder with the Causal Bridge

Ruolin Meng, Ming-Yu Chung, Dhanajit Brahma et al.

NEURIPS 2025arXiv:2509.25599

It’s Hard to Be Normal: The Impact of Noise on Structure-agnostic Estimation

Jikai Jin, Lester Mackey, Vasilis Syrgkanis

NEURIPS 2025arXiv:2507.02275
1
citations

Learning Counterfactual Outcomes Under Rank Preservation

Peng Wu, Haoxuan Li, Chunyuan Zheng et al.

NEURIPS 2025arXiv:2502.06398
2
citations

LLM-Driven Treatment Effect Estimation Under Inference Time Text Confounding

Yuchen Ma, Dennis Frauen, Jonas Schweisthal et al.

NEURIPS 2025arXiv:2507.02843
3
citations

Prediction-Powered Causal Inferences

Riccardo Cadei, Ilker Demirel, Piersilvio De Bartolomeis et al.

NEURIPS 2025arXiv:2502.06343
6
citations

Stabilized Neural Prediction of Potential Outcomes in Continuous Time

Konstantin Hess, Stefan Feuerriegel

ICLR 2025arXiv:2410.03514
6
citations

Treatment Effect Estimation for Optimal Decision-Making

Dennis Frauen, Valentyn Melnychuk, Jonas Schweisthal et al.

NEURIPS 2025arXiv:2505.13092
5
citations

Active Adaptive Experimental Design for Treatment Effect Estimation with Covariate Choice

Masahiro Kato, Oga Akihiro, Wataru Komatsubara et al.

ICML 2024arXiv:2403.03589
8
citations

A Generative Approach for Treatment Effect Estimation under Collider Bias: From an Out-of-Distribution Perspective

Baohong Li, Haoxuan Li, Anpeng Wu et al.

ICML 2024

Inverse-Variance Weighting for Estimation of Heterogeneous Treatment Effects

Aaron Fisher

ICML 2024

Learning Shadow Variable Representation for Treatment Effect Estimation under Collider Bias

Baohong Li, Haoxuan Li, Ruoxuan Xiong et al.

ICML 2024

Towards Causal Foundation Model: on Duality between Optimal Balancing and Attention

Jiaqi Zhang, Joel Jennings, Agrin Hilmkil et al.

ICML 2024