"causal structure learning" Papers

11 papers found

Causal Composition Diffusion Model for Closed-loop Traffic Generation

Haohong Lin, Xin Huang, Tung Phan-Minh et al.

CVPR 2025arXiv:2412.17920
13
citations

Deriving Causal Order from Single-Variable Interventions: Guarantees & Algorithm

Mathieu Chevalley, Patrick Schwab, Arash Mehrjou

ICLR 2025arXiv:2405.18314
2
citations

Identifiable Exchangeable Mechanisms for Causal Structure and Representation Learning

Patrik Reizinger, Siyuan Guo, Ferenc Huszar et al.

ICLR 2025arXiv:2406.14302
15
citations

Near-Optimal Experiment Design in Linear non-Gaussian Cyclic Models

Ehsan Sharifian, Saber Salehkaleybar, Negar Kiyavash

NEURIPS 2025spotlightarXiv:2509.21423

Revealing Multimodal Causality with Large Language Models

Jin Li, Shoujin Wang, Qi Zhang et al.

NEURIPS 2025arXiv:2509.17784

Standardizing Structural Causal Models

Weronika Ormaniec, Scott Sussex, Lars Lorch et al.

ICLR 2025arXiv:2406.11601
13
citations

Towards Empowerment Gain through Causal Structure Learning in Model-Based Reinforcement Learning

Hongye Cao, Fan Feng, Meng Fang et al.

ICLR 2025
1
citations

How Transformers Learn Causal Structure with Gradient Descent

Eshaan Nichani, Alex Damian, Jason Lee

ICML 2024arXiv:2402.14735
102
citations

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

Local Causal Structure Learning in the Presence of Latent Variables

Feng Xie, Zheng Li, Peng Wu et al.

ICML 2024arXiv:2405.16225
6
citations

Optimal Kernel Choice for Score Function-based Causal Discovery

Wenjie Wang, Biwei Huang, Feng Liu et al.

ICML 2024arXiv:2407.10132
4
citations