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R

Ruichu Cai

Guangdong University of Technology

27H-index
277Paper Count
2.6KCitation Count
Published Papers 72
Publication Date
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Unifying Perspectives on Linear Hidden Causal Representation Learning: from Graphical Models to Statistical and Algebraic Foundations
errFundamental Research
IF6.3
err2026-10-13
err0
errOAAI
errWei Chen; Zhengming Chen; Zhiyi Huang; Jie Qiao; Zhifeng Hao; Ruichu Cai
errShare
errSave
Causal discovery from nonstationary subsample time series
errNeural Networks
IF6.3
err2026-10-07
err0
PREAI
errWei Chen; Qian Huang; Fuhong Wang; Zhifeng Hao; Ruichu Cai
errShare
errSave
EP-MAE: A resource-efficient masked autoencoding framework for 3D neural representation learning
errNeural Networks
IF6.3
err2026-08-22
err0
PREAI
errJian Zhu; Jiale Zhao; Chengxing Lin; Luan Lyu; Ruichu Cai; Xiaohua Ren; Enhua Wu
errShare
errSave
Causal discovery from time-series discrete data in the presence of latent confounders
errNeural Networks
IF6.3
err2026-07-01
err0
PREAI
errChen, Zhengming; Sun, Guangdong; Wang, Fuhong; Xia, Yewei; Cai, Ruichu; Hao, Zhifeng
errShare
errSave
Pulmonary nodule growth prediction with anisotropic reaction-diffusion
errComputer Methods and Programs in Biomedicine
IF4.8
err2026-05-19
err0
PREAI
errRuichu Cai; Haifeng Zhao; Yuguang Yan; Ke He; Jianhao Yan; Baichuan Liu
errShare
errSave
Learning high-order user-item relation via hyperedge for recommender system
errNeurocomputing
IF6.5
err2026-02-07
err0
PREAI
errJingwen Wang; Yuguang Yan; Ruichu Cai; Michael K. Ng; Zhifeng Hao
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errSave
Time Series Domain Adaptation via Latent Invariant Causal Mechanism
errIEEE Transactions on Pattern Analysis and Machine Intelligence
IF18.6
err2025-12-10
err0
PREAI
errRuichu Cai; Junxian Huang; Zhenhui Yang; Zijian Li; Emadeldeen Eldele; Min Wu; Fuchun Sun
errShare
errSave
Learning by doing: an online causal reinforcement learning framework with causal-aware policy
errScience China Information Sciences
IF7.6
err2025-10-29
err0
PREAI
errRuichu Cai; Siyang Huang; Jie Qiao; Wei Chen; Yan Zeng; Keli Zhang; Fuchun Sun; Yang Yu; Zhifeng Hao
errShare
errSave
Higher Order Cumulants-Based Method for Direct and Efficient Causal Discovery
errIEEE Transactions on Neural Networks and Learning Systems
IF8.9
err2025-10-28
err0
PREAI
errWei Chen; Linjun Peng; Zhiyi Huang; Ruichu Cai; Zhifeng Hao; Kun Zhang
errShare
errSave
An identifiable cost-aware causal decision-making framework using counterfactual reasoning
errNeural Networks
IF6.3
err2025-10-19
err0
PREAI
errRuichu Cai; Xi Chen; Jie Qiao; Zijian Li; Yuequn Liu; Wei Chen; Keli Zhang; Jiale Zheng
errShare
errSave
Temporal Recommendation Based on Adaptive Deep Matrix Factorization
errIEEE Transactions on Big Data
IF5.7
err2025-10-13
err0
PREAI
errYali Feng; Zhifeng Hao; Wen Wen; Ruichu Cai
errShare
errSave
MSC-DOLES: Multi-View Subspace Clustering in Diverse Orthogonal Latent Embedding Spaces
errIEEE Transactions on Knowledge and Data Engineering
IF10.4
err2025-09-17
err0
PREAI
errYuan Fang; Geping Yang; Ruichu Cai; Yiyang Yang; Zhiguo Gong; Can Chen; Zhifeng Hao
errShare
errSave
Identifying Semantic Component for Robust Molecular Property Prediction
errIEEE Transactions on Pattern Analysis and Machine Intelligence
IF18.6
err2025-08-13
err0
PREAI
errZijian Li; Zunhong Xu; Ruichu Cai; Zhenhui Yang; Yuguang Yan; Zhifeng Hao; Guangyi Chen; Kun Zhang
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errSave
Lightweight image super-resolution via an efficient local-global transformer network with adaptive attention windows
errVISUAL COMPUTER
IF2.9
err2025-04-25
err0
PREAI
errZhu, Jian; Zheng, Simin; Chen, Peiyao; Li, Min; Hu, Jianfang; Cai, Ruichu
errShare
errSave
Interpretable high-order knowledge graph neural network for predicting synthetic lethality in human cancers
errBRIEFINGS IN BIOINFORMATICS
IF7.7
err2025-04-07
err0
errOAAI
errChen, Xuexin; Cai, Ruichu; Huang, Zhengting; Li, Zijian; Zheng, Jie; Wu, Min
errShare
errSave
Unifying invariant and variant features for graph out-of-distribution via probability of necessity and sufficiency
errNEURAL NETWORKS
IF6.3
err2025-04-01
err0
PREAI
errChen, Xuexin; Cai, Ruichu; Zheng, Kaitao; Jiang, Zhifan; Huang, Zhengting; Hao, Zhifeng; Li, Zijian
errShare
errSave
On the probability of necessity and sufficiency of explaining Graph Neural Networks: A lower bound optimization approach
errNEURAL NETWORKS
IF6.3
err2025-04-01
err0
errOAAI
errCai, Ruichu; Zhu, Yuxuan; Chen, Xuexin; Fang, Yuan; Wu, Min; Qiao, Jie; Hao, Zhifeng
errShare
errSave
Testing Conditional Independence Between Latent Variables by Independence Residuals
errIEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS
IF8.9
err2025-03-01
err0
PREAI
errChen, Zhengming; Qiao, Jie; Xie, Feng; Cai, Ruichu; Hao, Zhifeng; Zhang, Keli
errShare
errSave
SDGNN: Structure-aware Dual Graph Neural Network for Code Summarization
errINTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS
IF2.7
err2025-01-08
err0
PREAI
errHao, Zhifeng; Lin, Zonghao; Zhang, Shengqiang; Xu, Boyan; Cai, Ruichu
errShare
errSave
On the Role of Entropy-Based Loss for Learning Causal Structure With Continuous Optimization
errIEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS
IF8.9
err2025-01-01
err1
PREAI
errChen, Weilin; Qiao, Jie; Cai, Ruichu; Hao, Zhifeng
errShare
errSave

Research Directions

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Co-authors
Cooperation Journals
陈曦 cover
陈曦 (Xi Chen)
H-index: 113 · Papers: 2.3K
E
Eric W.T. Ngai
H-index: 76 · Papers: 294
孙富春 cover
孙富春 (Fuchun Sun)
H-index: 71 · Papers: 1.1K
L
Li Li
H-index: 70 · Papers: 1.4K
Xiaoli Li cover
Xiaoli Li (Xiaoli Li)
H-index: 67 · Papers: 897
View more