"graphical models" Papers

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A Hierarchy of Graphical Models for Counterfactual Inferences

Hongshuo Yang, Elias Bareinboim

NEURIPS 2025

Learning Juntas under Markov Random Fields

Gautam Chandrasekaran, Adam Klivans

NEURIPS 2025arXiv:2506.00764
1
citations

When Selection Meets Intervention: Additional Complexities in Causal Discovery

Haoyue Dai, Ignavier Ng, Jianle Sun et al.

ICLR 2025arXiv:2503.07302
5
citations

Causal Discovery with Fewer Conditional Independence Tests

Kirankumar Shiragur, Jiaqi Zhang, Caroline Uhler

ICML 2024arXiv:2406.01823
9
citations

Convergence of Some Convex Message Passing Algorithms to a Fixed Point

Václav Voráček, Tomáš Werner

ICML 2024spotlight

Instance-dependent Noisy-label Learning with Graphical Model Based Noise-rate Estimation

Arpit Garg, Cuong Cao Nguyen, RAFAEL FELIX et al.

ECCV 2024arXiv:2305.19486
5
citations

On Positivity Condition for Causal Inference

Inwoo Hwang, Yesong Choe, Yeahoon Kwon et al.

ICML 2024