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2025	Communications in Computer and Information Science Lei Wang, Shanshan Huang, Liao Jun, Li Liu
2025	On the Role of Entropy-Based Loss for Learning Causal Structure With Continuous Optimization IEEE Transactions on Neural Networks and Learning Systems Weilin Chen, Jie Qiao, Ruichu Cai, Zhifeng Hao
2025	Determining interaction directionality in complex biochemical networks from stationary measurements Scientific Reports N. Leibovich
2024	Coresets for fast causal discovery with the additive noise model Pattern Recognition Boxiang Zhao, Shuliang Wang, Lianhua Chi, Hanning Yuan, Ye Yuan, Qi Li, Jing Geng, Shao-Liang Zhang
2024	A survey of causal discovery based on functional causal model Engineering Applications of Artificial Intelligence Lei Wang, Shanshan Huang, Shu Wang, Jun Liao, Tingpeng Li, Li Liu
2024	Lecture Notes in Computer Science Yue Li, Donglin Cao, Dazhen Lin
2024	Causal Discovery Evaluation Framework in the Absence of Ground-Truth Causal Graph IEEE Access Tingpeng Li, Lei Wang, Danhua Peng, Jun Liao, Li Liu, Zhendong Liu
2024	An robust N-gram causal inference approach based on multi-model fusion Physical Communication Junjie Guo, Yunfei Zhang, Quan Xu, Lei Jiang, Xiaolong Liu, Shumin Lv, Junpeng Zhu
2023	Railway accident causation analysis: Current approaches, challenges and potential solutions Accident Analysis & Prevention Wei-Ting Hong, Geoffrey Clifton, John D. Nelson
2022	Proceedings of the 31st ACM International Conference on Information & Knowledge Management Shaogang Ren, Ping Li
2022	Root cause diagnosis in multivariate time series based on modified temporal convolution and multi-head self-attention Journal of Process Control Yujie Zhou, Ke Xu, Fei He
2022	Lecture Notes in Computer Science Shengyuan Zhang, Jingyu Wu, Zejian Li, Li Liu, Jun Liao, Lingyun Sun
2022	2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Lan Wang, Vishnu Naresh Boddeti
2022	Proceedings of the 28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining Christopher Tran, Elena Zheleva
2021	Combined cause inference: Definition, model and performance Information Sciences Hao Zhang, Chuanxu Yan, Shuigeng Zhou, Jihong Guan, Ji Zhang
2021	352 years long fire history of a Siberian boreal forest and its primary driving factor Global and Planetary Change Zhou Wang, Jian-Guo Huang, Nina Ryzhkova, Jingye Li, Alexander Kryshen, Victor Voronin, Rui Li, Yves Bergeron, Igor Drobyshev
2021	The Role of Instrumental Variables in Causal Inference Based on Independence of Cause and Mechanism Entropy Nataliya Sokolovska, Pierre-Henri Wuillemin
2021	2021 IEEE International Conference on Data Mining (ICDM) Shaogang Ren, Haiyan Yin, Mingming Sun, Ping Li
2020	Improving Mental Health Services: A 50-Year Journey from Randomized Experiments to Artificial Intelligence and Precision Mental Health Administration and Policy in Mental Health and Mental Health Services Research Leonard Bickman
2020	Direction Dependence in Statistical Modeling Shohei Shimizu, Patrick Blöbaum
2020	FOM: Fourth-order moment based causal direction identification on the heteroscedastic data Neural Networks Ruichu Cai, Jincheng Ye, Jie Qiao, Huiyuan Fu, Zhifeng Hao
2019	Lecture Notes in Computer Science Alexander Marx, Jilles Vreeken
2019	Telling cause from effect by local and global regression Knowledge and Information Systems Alexander Marx, Jilles Vreeken
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