Song, Zixing

14 publications

AAAI 2025 Context-Aware Inductive Knowledge Graph Completion with Latent Type Constraints and Subgraph Reasoning Muzhi Li, Cehao Yang, Chengjin Xu, Zixing Song, Xuhui Jiang, Jian Guo, Ho-fung Leung, Irwin King

ICML 2025 Domain-Adapted Diffusion Model for PROTAC Linker Design Through the Lens of Density Ratio in Chemical Space Zixing Song, Ziqiao Meng, José Miguel Hernández-Lobato

ICML 2025 Mitigating Over-Squashing in Graph Neural Networks by Spectrum-Preserving Sparsification Langzhang Liang, Fanchen Bu, Zixing Song, Zenglin Xu, Shirui Pan, Kijung Shin

AAAI 2024 A Diffusion-Based Pre-Training Framework for Crystal Property Prediction Zixing Song, Ziqiao Meng, Irwin King

IJCAI 2024 A Systematic Survey on Federated Semi-Supervised Learning Zixing Song, Xiangli Yang, Yifei Zhang, Xinyu Fu, Zenglin Xu, Irwin King

IJCAI 2024 Towards Geometric Normalization Techniques in SE(3) Equivariant Graph Neural Networks for Physical Dynamics Simulations Ziqiao Meng, Liang Zeng, Zixing Song, Tingyang Xu, Peilin Zhao, Irwin King

AAAI 2023 Graph Component Contrastive Learning for Concept Relatedness Estimation Yueen Ma, Zixing Song, Xuming Hu, Jingjing Li, Yifei Zhang, Irwin King

NeurIPS 2023 Mitigating the Popularity Bias of Graph Collaborative Filtering: A Dimensional Collapse Perspective Yifei Zhang, Hao Zhu, Yankai Chen, Zixing Song, Piotr Koniusz, Irwin King

NeurIPS 2023 No Change, No Gain: Empowering Graph Neural Networks with Expected Model Change Maximization for Active Learning Zixing Song, Yifei Zhang, Irwin King

NeurIPS 2023 Optimal Block-Wise Asymmetric Graph Construction for Graph-Based Semi-Supervised Learning Zixing Song, Yifei Zhang, Irwin King

NeurIPS 2023 Predicting Global Label Relationship Matrix for Graph Neural Networks Under Heterophily Langzhang Liang, Xiangjing Hu, Zenglin Xu, Zixing Song, Irwin King

AAAI 2023 Spectral Feature Augmentation for Graph Contrastive Learning and Beyond Yifei Zhang, Hao Zhu, Zixing Song, Piotr Koniusz, Irwin King

AAAI 2022 Hierarchical Heterogeneous Graph Attention Network for Syntax-Aware Summarization Zixing Song, Irwin King

NeurIPSW 2022 Individual Fairness in Dynamic Financial Networks Zixing Song, Yueen Ma, Irwin King