2025 "causal discovery" Papers

15 papers found

A Conditional Independence Test in the Presence of Discretization

Boyang Sun, Yu Yao, Guang-Yuan Hao et al.

ICLR 2025posterarXiv:2404.17644
2
citations

A Meta-Learning Approach to Bayesian Causal Discovery

Anish Dhir, Matthew Ashman, James Requeima et al.

ICLR 2025posterarXiv:2412.16577
9
citations

A Robust Method to Discover Causal or Anticausal Relation

Yu Yao, Yang Zhou, Bo Han et al.

ICLR 2025poster
1
citations

Causal Discovery by Interventions via Integer Programming

Abdelmonem Elrefaey, Rong Pan

AAAI 2025paperarXiv:2412.01674
1
citations

Causal Discovery via Bayesian Optimization

Bao Duong, Sunil Gupta, Thin Nguyen

ICLR 2025posterarXiv:2501.14997
1
citations

Causal Reasoning and Large Language Models: Opening a New Frontier for Causality

Chenhao Tan, Robert Ness, Amit Sharma et al.

ICLR 2025posterarXiv:2305.00050
390
citations

CausalRivers - Scaling up benchmarking of causal discovery for real-world time-series

Gideon Stein, Maha Shadaydeh, Jan Blunk et al.

ICLR 2025oralarXiv:2503.17452
7
citations

Differentiable Structure Learning and Causal Discovery for General Binary Data

Chang Deng, Bryon Aragam

NEURIPS 2025posterarXiv:2509.21658

DyCAST: Learning Dynamic Causal Structure from Time Series

Yue Cheng, Bochen Lyu, Weiwei Xing et al.

ICLR 2025oral
1
citations

Efficient and Trustworthy Causal Discovery with Latent Variables and Complex Relations

Xiuchuan Li, Tongliang Liu

ICLR 2025poster
1
citations

Revealing Multimodal Causality with Large Language Models

Jin Li, Shoujin Wang, Qi Zhang et al.

NEURIPS 2025posterarXiv:2509.17784

Score-informed Neural Operator for Enhancing Ordering-based Causal Discovery

Jiyeon Kang, Songseong Kim, Chanhui Lee et al.

NEURIPS 2025posterarXiv:2508.12650

Signature Kernel Conditional Independence Tests in Causal Discovery for Stochastic Processes

Georg Manten, Cecilia Casolo, Emilio Ferrucci et al.

ICLR 2025posterarXiv:2402.18477
15
citations

The third pillar of causal analysis? A measurement perspective on causal representations

Dingling Yao, Shimeng Huang, Riccardo Cadei et al.

NEURIPS 2025posterarXiv:2505.17708
1
citations

When Selection Meets Intervention: Additional Complexities in Causal Discovery

Haoyue Dai, Ignavier Ng, Jianle Sun et al.

ICLR 2025posterarXiv:2503.07302
5
citations