"structural causal models" Papers

15 papers found

Causally Consistent Normalizing Flow

Qingyang Zhou, Kangjie Lu, Meng Xu

AAAI 2025paperarXiv:2412.12401

Cyclic Counterfactuals under Shift–Scale Interventions

Saptarshi Saha, Dhruv Rathore, Utpal Garain

NEURIPS 2025arXiv:2510.25005

Designing Ambiguity Sets for Distributionally Robust Optimization Using Structural Causal Optimal Transport

Ahmad Reza Ehyaei, Golnoosh Farnadi, Samira Samadi

AAAI 2025paperarXiv:2510.00599

Do You Really Need Public Data? Surrogate Public Data for Differential Privacy on Tabular Data

Shlomi Hod, Lucas Rosenblatt, Julia Stoyanovich

NEURIPS 2025arXiv:2504.14368
2
citations

Identifying Macro Causal Effects in C-DMGs over DMGs

Simon Ferreira, Charles Assaad

NEURIPS 2025arXiv:2506.19650
1
citations

Learning Structural Causal Models from Ordering: Identifiable Flow Models

Minh Khoa Le, Kien Do, Truyen Tran

AAAI 2025paperarXiv:2412.09843

Standardizing Structural Causal Models

Weronika Ormaniec, Scott Sussex, Lars Lorch et al.

ICLR 2025arXiv:2406.11601
13
citations

Universal Causal Inference in a Topos

Sridhar Mahadevan

NEURIPS 2025spotlight
2
citations

A Fixed-Point Approach for Causal Generative Modeling

Meyer Scetbon, Joel Jennings, Agrin Hilmkil et al.

ICML 2024arXiv:2404.06969
4
citations

Diagnosing and Rectifying Fake OOD Invariance: A Restructured Causal Approach

Ziliang Chen, Yongsen Zheng, Zhao-Rong Lai et al.

AAAI 2024paperarXiv:2312.09758
4
citations

Discovering Mixtures of Structural Causal Models from Time Series Data

Sumanth Varambally, Yian Ma, Rose Yu

ICML 2024arXiv:2310.06312
10
citations

Graph Neural Network Causal Explanation via Neural Causal Models

Arman Behnam, Binghui Wang

ECCV 2024arXiv:2407.09378
10
citations

Identification for Tree-Shaped Structural Causal Models in Polynomial Time

Aaryan Gupta, Markus Bläser

AAAI 2024paperarXiv:2311.14058
1
citations

Towards Characterizing Domain Counterfactuals for Invertible Latent Causal Models

Zeyu Zhou, Ruqi Bai, Sean Kulinski et al.

ICLR 2024arXiv:2306.11281
2
citations

When is Transfer Learning Possible?

My Phan, Kianté Brantley, Stephanie Milani et al.

ICML 2024