Junchi Yu
- Graph Information Bottleneck for Subgraph Recognition
2020/10/12 by Junchi Yu, Tingyang Xu, Yu, Junchi +9 · 13 citations
Computer Science · Materials Science · #Advanced Graph Neural Networks #Graph Theory and Algorithms #Machine Learning in Materials Science
- Thought Propagation: An Analogical Approach to Complex Reasoning with Large Language Models
2023/10/06 by Junchi Yu, Yu, Junchi, Ran He +3 · 8 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Software Engineering Research #Topic Modeling
- Recognizing Predictive Substructures with Subgraph Information Bottleneck
2021/03/20 by Junchi Yu, Yu, Junchi, Tingyang Xu +9 · 5 citations
Computer Science · Neuroscience · #Advanced Graph Neural Networks #Stochastic Gradient Optimization Techniques #Brain Tumor Detection and Classification
- Mind the Label Shift of Augmentation-based Graph OOD Generalization
2023/03/27 by Junchi Yu, Yu, Junchi, Jian Liang +3 · 5 citations
Computer Science · #Advanced Graph Neural Networks #Advanced Neural Network Applications #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Topic Modeling
- A Survey of Trustworthy Graph Learning: Reliability, Explainability, and Privacy Protection
2022/05/20 by Bingzhe Wu, Wu, Bingzhe, Jintang Li +37 · 2 citations
Computer Science · #Advanced Graph Neural Networks #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data
- Improving Subgraph Recognition with Variational Graph Information Bottleneck
2021/12/18 by Junchi Yu, Yu, Junchi, Jie Cao +3 · 2 citations
Computer Science · #Advanced Graph Neural Networks #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and ELM #Neural Networks and Applications
- Towards the Explanation of Graph Neural Networks in Digital Pathology with Information Flows
2021/12/18 by Junchi Yu, Yu, Junchi, Tingyang Xu +3 · 1 citation
Computer Science · Medicine · #AI in cancer detection #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning in Healthcare #Radiomics and Machine Learning in Medical Imaging
- Finding Diverse and Predictable Subgraphs for Graph Domain Generalization
2022/06/19 by Junchi Yu, Yu, Junchi, Jian Liang +3 · 1 citation
Computer Science · #Advanced Graph Neural Networks #Artificial Intelligence (cs.AI) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Topic Modeling
- Generative Explanations for Graph Neural Network: Methods and Evaluations
2023/11/09 by Jialin Chen, Chen, Jialin, Kenza Amara +5 · 1 citation
Computer Science · #Advanced Graph Neural Networks #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Topic Modeling
- Can Knowledge-Graph-based Retrieval Augmented Generation Really Retrieve What You Need?
2025/10/18 by Junchi Yu, Yujie Liu, Yu, Junchi +6 · 1 citation
Computer Science · #Advanced Graph Neural Networks #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Information Retrieval and Search Behavior #Topic Modeling
- From What to Why: A Multi-Agent System for Evidence-based Chemical Reaction Condition Reasoning
2025/09/28 by Cheng Yang, Yang, Cheng, Jiaxuan Lu +7 · 4 citations
Computer Science · Decision Sciences · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Risk and Safety Analysis #Semantic Web and Ontologies