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Yijia Sun

2 accepted papers

2025

Continuous Structure Constraint Integration for Robust Causal Discovery

Lyuzhou Chen, Taiyu Ban, Derui Lyu, Yijia Sun, Kangtao Hu, Xiangyu Wang +1
AISTATS 2025poster

Causal discovery aims to infer a Directed Acyclic Graph (DAG) from observational data to represent causal relationships among variables. Traditional combinatorial methods search DAG spaces to identify optimal structures, while recent advances in continuous optimization improve this search process. H…

Cited by 0Source ↗Scholar ↗
2025

Pattern-Guided Adaptive Prior for Structure Learning

Lyuzhou Chen, Yijia Sun, Yanze Gao, Xiangyu Wang, Derui Lyu, Taiyu Ban +3
NeurIPS 2025poster

Learning the causality between variables, known as DAG structure learning, is critical yet challenging due to issues such as insufficient data and noise. While prior knowledge can improve the learning process and refine the DAG structure, incorporating prior knowledge is not without pitfalls. In par…

Cited by 0Source ↗Scholar ↗