Zhou, Hongkuan
- GraphSAINT: Graph Sampling Based Inductive Learning Method
2019/07/10 by Hanqing Zeng, Zeng, Hanqing, Hongkuan Zhou +7 · 41 citations
Computer Science · Physics and Astronomy · #Advanced Graph Neural Networks #Complex Network Analysis Techniques #Recommender Systems and Techniques
- Language-Conditioned Imitation Learning with Base Skill Priors under Unstructured Data
2023/05/30 by Hongkuan Zhou, Zhenshan Bing, Zhou, Hongkuan +11 · 5 citations
Computer Science · #Multimodal Machine Learning Applications #Domain Adaptation and Few-Shot Learning #Advanced Neural Network Applications
- Bridging Language and Action: A Survey of Language-Conditioned Robot Manipulation
2023/12/17 by Xiangtong Yao, Hongkuan Zhou, Yao, Xiangtong +18 · 4 citations
Computer Science · #FOS: Computer and information sciences #Multimodal Machine Learning Applications #Natural Language Processing Techniques #Robotics (cs.RO) #Topic Modeling
- DistTGL: Distributed Memory-Based Temporal Graph Neural Network Training
2023/07/14 by Zhou, Hongkuan, Zheng, Da, Song, Xiang +2 · 2 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG)
- MultiADS: Defect-aware Supervision for Multi-type Anomaly Detection and Segmentation in Zero-Shot Learning
2025/04/09 by Sadikaj, Ylli, Zhou, Hongkuan, Halilaj, Lavdim +3 · 6 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- TGL: A General Framework for Temporal GNN Training on Billion-Scale Graphs
2022/03/28 by Hongkuan Zhou, Zhou, Hongkuan, Da Zheng +9 · 1 citation
Computer Science · #Advanced Graph Neural Networks #FOS: Computer and information sciences #Graph Theory and Algorithms #Machine Learning (cs.LG) #Topic Modeling
- Robust Visual Representation Learning with Multi-modal Prior Knowledge for Image Classification Under Distribution Shift
2024/10/21 by Hongkuan Zhou, Lavdim Halilaj, Zhou, Hongkuan +11 · 3 citations
Computer Science · #Multimodal Machine Learning Applications #Advanced Image and Video Retrieval Techniques #Image Retrieval and Classification Techniques
- What Matters to Enhance Traffic Rule Compliance of Imitation Learning for End-to-End Autonomous Driving
2023/09/14 by Zhou, Hongkuan, Cao, Wei, Sui, Aifen +1 · 1 citation
#Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Robotics (cs.RO)
- Towards Ideal Temporal Graph Neural Networks: Evaluations and Conclusions after 10,000 GPU Hours
2024/12/28 by Yang, Yuxin, Zhou, Hongkuan, Kannan, Rajgopal +1 · 1 citation
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Social and Information Networks (cs.SI)
- Predicting the Road Ahead: A Knowledge Graph based Foundation Model for Scene Understanding in Autonomous Driving
2025/03/24 by Zhou, Hongkuan, Schmid, Stefan, Li, Yicong +3 · 2 citations
#Computation and Language (cs.CL) #FOS: Computer and information sciences
- Learning from Symmetry: Meta-Reinforcement Learning with Symmetrical Behaviors and Language Instructions
2022/09/21 by Xiangtong Yao, Zhenshan Bing, Yao, Xiangtong +11 · 1 citation
Computer Science · #Artificial Intelligence (cs.AI) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning and Data Classification #Reinforcement Learning in Robotics
- What Breaks Knowledge Graph based RAG? Benchmarking and Empirical Insights into Reasoning under Incomplete Knowledge
2025/08/11 by Dongzhuoran Zhou, Zhou, Dongzhuoran, Yuqicheng Zhu +13 · 2 citations
Computer Science · #Advanced Graph Neural Networks #Topic Modeling #Multimodal Machine Learning Applications
- Certainty in Uncertainty: Reasoning over Uncertain Knowledge Graphs with Statistical Guarantees
2025/10/18 by Zhu, Yuqicheng, Wu, Jingcheng, Wang, Yizhen +4 · 2 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)