I received my Bachelor’s degree in Computer Science and Technology from Hebei University of Technology, China. Currently, under the guidance of Professor Yang liu, I am pursuing a master’s degree in next-generation electronic information technology at Xidian University. During my master’s studies, I focused on compositional zero-shot learning (CZSL), and have made several contributions to this area.
Currently, I am a first-year PhD student in Computer Science at the University of Illinois Chicago, advised by Professor Philip S. Yu. My research interests lie primarily in large language models (LLMs) and agentic AI.
🔥 News
- 2026.03: 🎉🎉 Our work “Semi-Negative Contrastive Subclass Discriminative Network for Compositional Zero-Shot Learning” has been accepted.
- 2025.07: 🎉🎉 Our work “Multi-level Contextual Prototype Modulation for Compositional Zero-shot Learning” has been accepted.
- 2025.01: 🎉🎉 Our work “Concept-Aware Graph Convolutional Network for Compositional Zero-Shot Learning” has been accepted.
📝 Publications
Semi-Negative Contrastive Subclass Discriminative Network for Compositional Zero-Shot Learning
Yang Liu, Xinshuo Wang, Xinbo Gao, Jungong Han, Ling Shao
- We propose a Semi-Negative Contrastive Subclass Discriminative Network (SN-CSDN) based on contrastive learning.
Multi-level Contextual Prototype Modulation for Compositional Zero-shot Learning
Yang Liu, Xinshuo Wang, Xinbo Gao, Jungong Han, Ling Shao
- We propose Multilevel Contextual Prototype Modulation (MCPM), a transformerbased framework with a hierarchical structure that effectively integrates attributes and objects to generate richer visual embeddings.
Concept-Aware Graph Convolutional Network for Compositional Zero-Shot Learning
Yang Liu, Xinshuo Wang, Xinbo Gao, Jungong Han, Ling Shao
- We proposed a concept-aware graph convolutional network (GCN) that utilizes cross-attentions to extract features unique to attributes and objects from paired concept-sharing inputs.
🎖 Honors and Awards
- 2026 Outstanding Graduate Student.
- 2025 National Scholarship, First-Class School Scholarship.
- 2023 Scholarship for Freshmen, Outstanding Graduate, Third-Class School Scholarship.
- 2022 First-Class School Scholarship, Merit Student.
- 2021 First-Class School Scholarship, Merit Student, Encouragement Scholarship.
- 2020 Encouragement Scholarship, Third Prize of National Mathematics Competition, Excellent League Membe.
📖 Educations
- 2023.09 - present, New Generation Electronic Information Technology, School of Communication Engineering, Xidian University.
- 2019.09 - 2023.06, Computer Science and Technology, School of Artificial Intelligence and Data Science, Hebei University of Technology.