Chenghu Zhou

1. Ordered GNN: Ordering Message Passing to Deal with Heterophily and Over-smoothing
   2023/02/03 by Yunchong Song, Chenghu Zhou, Song, Yunchong +5 · 22 citations
   Computer Science · Materials Science · #Advanced Graph Neural Networks #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning in Materials Science #Stochastic Gradient Optimization Techniques
2. Enhancing Uncertainty-Based Hallucination Detection with Stronger Focus
   2023/11/22 by Tianhang Zhang, Zhang, Tianhang, Lin Qiu +15 · 26 citations
   Computer Science · Psychology · #Topic Modeling #Machine Learning in Healthcare #Mental Health via Writing
3. K2: A Foundation Language Model for Geoscience Knowledge Understanding and Utilization
   2023/06/08 by Cheng Deng, Deng, Cheng, Tianhang Zhang +20 · 15 citations
   Computer Science · Earth and Planetary Sciences · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #F.4.1 #FOS: Computer and information sciences #Geological Modeling and Analysis #I.2.7 #Natural Language Processing Techniques #Topic Modeling
4. RASAT: Integrating Relational Structures into Pretrained Seq2Seq Model for Text-to-SQL
   2022/05/14 by Jiexing Qi, Qi, Jiexing, Jingyao Tang +14 · 11 citations
   Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Databases (cs.DB) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Semantic Web and Ontologies #Topic Modeling
5. GeoGalactica: A Scientific Large Language Model in Geoscience
   2023/12/31 by Zhouhan Lin, Lin, Zhouhan, Cheng Deng +36 · 9 citations
   Biochemistry, Genetics and Molecular Biology · Computer Science · Earth and Planetary Sciences · #Biomedical Text Mining and Ontologies #Computation and Language (cs.CL) #F.4.1 #FOS: Computer and information sciences #Geological Modeling and Analysis #I.2.7 #Topic Modeling
6. G-NAS: Generalizable Neural Architecture Search for Single Domain Generalization Object Detection
   2024/02/07 by Fan Wu, Wu, Fan, Jinling Gao +9 · 4 citations
   Computer Science · #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning and Data Classification #Neural Networks and Applications
7. Graph Out-of-Distribution Generalization with Controllable Data Augmentation
   2023/08/16 by Bin Lu, Xiaoying Gan, Lu, Bin +11 · 3 citations
   Computer Science · Physics and Astronomy · #Advanced Graph Neural Networks #Artificial Intelligence (cs.AI) #Bayesian Modeling and Causal Inference #Complex Network Analysis Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG) #Social and Information Networks (cs.SI)
8. CRoFT: Robust Fine-Tuning with Concurrent Optimization for OOD Generalization and Open-Set OOD Detection
   2024/05/26 by Lin Zhu, Yifeng Yang, Zhu, Lin +9 · 5 citations
   Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #Digital Filter Design and Implementation #FOS: Computer and information sciences #Image and Signal Denoising Methods #Neural Networks and Applications
9. Exploring and Verbalizing Academic Ideas by Concept Co-occurrence
   2023/06/04 by Yi Xu, Shuqian Sheng, Xu, Yi +9 · 2 citations
   Biochemistry, Genetics and Molecular Biology · Computer Science · #Advanced Text Analysis Techniques #Artificial Intelligence (cs.AI) #Biomedical Text Mining and Ontologies #Computation and Language (cs.CL) #FOS: Computer and information sciences #Topic Modeling
10. Scientific and technological knowledge grows linearly over time
    2024/09/12 by Huquan Kang, Luoyi Fu, Kang, Huquan +15 · 2 voices
    Decision Sciences · Economics, Econometrics and Finance · #Economic and Technological Innovation #FOS: Computer and information sciences #FOS: Physical sciences #Information Theory (cs.IT) #Innovation Diffusion and Forecasting #Physics and Society (physics.soc-ph) #Social and Information Networks (cs.SI) #scientometrics and bibliometrics research
11. Good Idea or Not, Representation of LLM Could Tell
    2024/09/07 by Yi Xu, Bo Xue, Xu, Yi +15 · 3 citations
    Business, Management and Accounting · Social Sciences · #Artificial Intelligence (cs.AI) #Comparative and International Law Studies #Computation and Language (cs.CL) #European and International Contract Law #FOS: Computer and information sciences #Law, logistics, and international trade
12. Temporal Generalization Estimation in Evolving Graphs
    2024/04/07 by Bin Lu, Lu, Bin, Tingyan Ma +11 · 2 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Bayesian Modeling and Causal Inference #Data Management and Algorithms #FOS: Computer and information sciences #Graph Theory and Algorithms #Machine Learning (cs.LG)
13. RepEval: Effective Text Evaluation with LLM Representation
    2024/04/30 by Shuqian Sheng, Yi Xu, Sheng, Shuqian +16 · 2 citations
    Computer Science · #Natural Language Processing Techniques
14. Radiative forcing reduced by early twenty-first century increase in land albedo
    2025/05/28 by Zhengyang Hou, Liqiang Zhang, Jingjing Peng +18 · 1 voice · 2 citations
    Earth and Planetary Sciences · Environmental Science · #Cryospheric studies and observations #Climate variability and models #Atmospheric and Environmental Gas Dynamics
15. Exterior Penalty Policy Optimization with Penalty Metric Network under Constraints
    2024/07/22 by Shiqing Gao, Gao, Shiqing, Jiaxin Ding +7 · 2 citations
    Engineering · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Robotics (cs.RO) #Satellite Image Processing and Photogrammetry
16. Lambda: Learning Matchable Prior For Entity Alignment with Unlabeled Dangling Cases
    2024/03/16 by Hang Yin, Liyao Xiang, Yin, Hang +11 · 1 citation
    Computer Science · Decision Sciences · #Computation and Language (cs.CL) #Data Quality and Management #FOS: Computer and information sciences #H.3.3 #I.2.4 #Information Retrieval (cs.IR) #Natural Language Processing Techniques #Topic Modeling
17. Is Reference Necessary in the Evaluation of NLG Systems? When and Where?
    2024/03/21 by Shuqian Sheng, Yi Xu, Sheng, Shuqian +11 · 1 citation
    Computer Science · Decision Sciences · #AI-based Problem Solving and Planning #Complex Systems and Decision Making #Computation and Language (cs.CL) #FOS: Computer and information sciences
18. MagiNet: Mask-Aware Graph Imputation Network for Incomplete Traffic Data
    2024/06/05 by Jianping Zhou, Zhou, Jianping, Bin Lu +14 · 1 citation
    Computer Science · Engineering · #Advanced Graph Neural Networks #Artificial Intelligence (cs.AI) #Data Visualization and Analytics #FOS: Computer and information sciences #Machine Learning (cs.LG) #Traffic Prediction and Management Techniques
19. FedBook: A Unified Federated Graph Foundation Codebook with Intra-domain and Inter-domain Knowledge Modeling
    2025/10/09 by Zhengyu Wu, Wu, Zhengyu, Yinlin Zhu +11 · 2 citations
    Biochemistry, Genetics and Molecular Biology · Computer Science · #DNA and Biological Computing #Distributed and Parallel Computing Systems #FOS: Computer and information sciences #Machine Learning (cs.LG) #Semantic Web and Ontologies