"causal inference" Papers

70 papers found • Page 2 of 2

Inferring the Long-Term Causal Effects of Long-Term Treatments from Short-Term Experiments

Allen Tran, Aurelien Bibaut, Nathan Kallus

ICML 2024arXiv:2311.08527
11
citations

Instrumental Variable Estimation for Causal Inference in Longitudinal Data with Time-Dependent Latent Confounders

Debo Cheng, Ziqi Xu, Jiuyong Li et al.

AAAI 2024paperarXiv:2312.07175
21
citations

Inverse-Variance Weighting for Estimation of Heterogeneous Treatment Effects

Aaron Fisher

ICML 2024

Language Models Represent Beliefs of Self and Others

Wentao Zhu, Zhining Zhang, Yizhou Wang

ICML 2024arXiv:2402.18496
16
citations

Learning Shadow Variable Representation for Treatment Effect Estimation under Collider Bias

Baohong Li, Haoxuan Li, Ruoxuan Xiong et al.

ICML 2024

Learning the Causal Structure of Networked Dynamical Systems under Latent Nodes and Structured Noise

Augusto Santos, Diogo Rente, Rui Seabra et al.

AAAI 2024paperarXiv:2312.05974
7
citations

Longitudinal Targeted Minimum Loss-based Estimation with Temporal-Difference Heterogeneous Transformer

Toru Shirakawa, Yi Li, Yulun Wu et al.

ICML 2024oralarXiv:2404.04399
7
citations

Modular Learning of Deep Causal Generative Models for High-dimensional Causal Inference

Md Musfiqur Rahman, Murat Kocaoglu

ICML 2024arXiv:2401.01426
9
citations

On Positivity Condition for Causal Inference

Inwoo Hwang, Yesong Choe, Yeahoon Kwon et al.

ICML 2024

Position: AI/ML Influencers Have a Place in the Academic Process

Iain Xie Weissburg, Mehir Arora, Xinyi Wang et al.

ICML 2024arXiv:2401.13782
6
citations

Position: Is machine learning good or bad for the natural sciences?

David W. Hogg, Soledad Villar

ICML 2024

Predictive Coding beyond Correlations

Tommaso Salvatori, Luca Pinchetti, Amine M'Charrak et al.

ICML 2024arXiv:2306.15479
6
citations

Predictive Performance Comparison of Decision Policies Under Confounding

Luke Guerdan, Amanda Coston, Ken Holstein et al.

ICML 2024arXiv:2404.00848
1
citations

Probabilities of Causation with Nonbinary Treatment and Effect

Ang Li, Judea Pearl

AAAI 2024paperarXiv:2208.09568
34
citations

Reducing Balancing Error for Causal Inference via Optimal Transport

Yuguang Yan, Hao Zhou, Zeqin Yang et al.

ICML 2024

s-ID: Causal Effect Identification in a Sub-population

Amir Mohammad Abouei, Ehsan Mokhtarian, Negar Kiyavash

AAAI 2024paperarXiv:2309.02281
4
citations

Tight Partial Identification of Causal Effects with Marginal Distribution of Unmeasured Confounders

Zhiheng Zhang

ICML 2024spotlight

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

Jiaqi Zhang, Joel Jennings, Agrin Hilmkil et al.

ICML 2024

Two-Stage Shadow Inclusion Estimation: An IV Approach for Causal Inference under Latent Confounding and Collider Bias

Baohong Li, Anpeng Wu, Ruoxuan Xiong et al.

ICML 2024

Vision-and-Language Navigation via Causal Learning

Liuyi Wang, Zongtao He, Ronghao Dang et al.

CVPR 2024arXiv:2404.10241
45
citations